{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fb0243ae",
   "metadata": {},
   "source": [
    "# Azure Cosmos DB No SQL\n",
    "\n",
    "This notebook shows you how to leverage this integrated [vector database](https://learn.microsoft.com/en-us/azure/cosmos-db/vector-database) to store documents in collections, create indicies and perform vector search queries using approximate nearest neighbor algorithms such as COS (cosine distance), L2 (Euclidean distance), and IP (inner product) to locate documents close to the query vectors. \n",
    "    \n",
    "Azure Cosmos DB is the database that powers OpenAI's ChatGPT service. It offers single-digit millisecond response times, automatic and instant scalability, along with guaranteed speed at any scale. \n",
    "\n",
    "[Azure Cosmos DB for NoSQL](https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/vector-search) now offers vector indexing and search in preview. This feature is designed to handle high-dimensional vectors, enabling efficient and accurate vector search at any scale. You can now store vectors directly in the documents alongside your data. This means that each document in your database can contain not only traditional schema-free data, but also high-dimensional vectors as other properties of the documents. This colocation of data and vectors allows for efficient indexing and searching, as the vectors are stored in the same logical unit as the data they represent. This simplifies data management, AI application architectures, and the efficiency of vector-based operations.\n",
    "\n",
    "[Sign Up](https://azure.microsoft.com/en-us/free/) for lifetime free access to get started today."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ad3c1e88",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install --upgrade --quiet azure-cosmos langchain-openai langchain-community"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c507b0e8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:36:53.595385Z",
     "start_time": "2024-05-25T01:36:53.571737Z"
    }
   },
   "outputs": [],
   "source": [
    "OPENAI_API_KEY = \"YOUR_KEY\"\n",
    "OPENAI_API_TYPE = \"azure\"\n",
    "OPENAI_API_VERSION = \"2023-05-15\"\n",
    "OPENAI_API_BASE = \"YOUR_ENDPOINT\"\n",
    "OPENAI_EMBEDDINGS_MODEL_NAME = \"text-embedding-ada-002\"\n",
    "OPENAI_EMBEDDINGS_MODEL_DEPLOYMENT = \"text-embedding-ada-002\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa7101f64740fb76",
   "metadata": {},
   "source": [
    "## Insert Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8205cd27",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:43:02.731634Z",
     "start_time": "2024-05-25T01:43:00.383956Z"
    }
   },
   "outputs": [],
   "source": [
    "from langchain_community.document_loaders import PyPDFLoader\n",
    "\n",
    "# Load the PDF\n",
    "loader = PyPDFLoader(\"https://arxiv.org/pdf/2303.08774.pdf\")\n",
    "data = loader.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8d33cceb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:43:02.787966Z",
     "start_time": "2024-05-25T01:43:02.763502Z"
    }
   },
   "outputs": [],
   "source": [
    "from langchain_text_splitters import RecursiveCharacterTextSplitter\n",
    "\n",
    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=150)\n",
    "docs = text_splitter.split_documents(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6a80f1c2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:43:04.582560Z",
     "start_time": "2024-05-25T01:43:04.578948Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "page_content='GPT-4 Technical Report\\nOpenAI∗\\nAbstract\\nWe report the development of GPT-4, a large-scale, multimodal model which can\\naccept image and text inputs and produce text outputs. While less capable than\\nhumans in many real-world scenarios, GPT-4 exhibits human-level performance\\non various professional and academic benchmarks, including passing a simulated\\nbar exam with a score around the top 10% of test takers. GPT-4 is a Transformer-\\nbased model pre-trained to predict the next token in a document. The post-training\\nalignment process results in improved performance on measures of factuality and\\nadherence to desired behavior. A core component of this project was developing\\ninfrastructure and optimization methods that behave predictably across a wide\\nrange of scales. This allowed us to accurately predict some aspects of GPT-4’s\\nperformance based on models trained with no more than 1/1,000th the compute of\\nGPT-4.\\n1 Introduction' metadata={'source': 'https://arxiv.org/pdf/2303.08774.pdf', 'page': 0}\n"
     ]
    }
   ],
   "source": [
    "print(docs[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd1f13e237e91052",
   "metadata": {},
   "source": [
    "## Creating AzureCosmosDB NoSQL Vector Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "04c72ccc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:43:13.279497Z",
     "start_time": "2024-05-25T01:43:13.275379Z"
    }
   },
   "outputs": [],
   "source": [
    "indexing_policy = {\n",
    "    \"indexingMode\": \"consistent\",\n",
    "    \"includedPaths\": [{\"path\": \"/*\"}],\n",
    "    \"excludedPaths\": [{\"path\": '/\"_etag\"/?'}],\n",
    "    \"vectorIndexes\": [{\"path\": \"/embedding\", \"type\": \"quantizedFlat\"}],\n",
    "}\n",
    "\n",
    "vector_embedding_policy = {\n",
    "    \"vectorEmbeddings\": [\n",
    "        {\n",
    "            \"path\": \"/embedding\",\n",
    "            \"dataType\": \"float32\",\n",
    "            \"distanceFunction\": \"cosine\",\n",
    "            \"dimensions\": 1536,\n",
    "        }\n",
    "    ]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4ebad8ef01a6c04f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:48:42.981276Z",
     "start_time": "2024-05-25T01:44:55.468667Z"
    }
   },
   "outputs": [],
   "source": [
    "from azure.cosmos import CosmosClient, PartitionKey\n",
    "from langchain_community.vectorstores.azure_cosmos_db_no_sql import (\n",
    "    AzureCosmosDBNoSqlVectorSearch,\n",
    ")\n",
    "from langchain_openai import AzureOpenAIEmbeddings\n",
    "\n",
    "HOST = \"AZURE_COSMOS_DB_ENDPOINT\"\n",
    "KEY = \"AZURE_COSMOS_DB_KEY\"\n",
    "\n",
    "cosmos_client = CosmosClient(HOST, KEY)\n",
    "database_name = \"langchain_python_db\"\n",
    "container_name = \"langchain_python_container\"\n",
    "partition_key = PartitionKey(path=\"/id\")\n",
    "cosmos_container_properties = {\"partition_key\": partition_key}\n",
    "\n",
    "openai_embeddings = AzureOpenAIEmbeddings(\n",
    "    azure_deployment=OPENAI_EMBEDDINGS_MODEL_DEPLOYMENT,\n",
    "    api_version=OPENAI_API_VERSION,\n",
    "    azure_endpoint=OPENAI_API_BASE,\n",
    "    openai_api_key=OPENAI_API_KEY,\n",
    ")\n",
    "\n",
    "# insert the documents in AzureCosmosDBNoSql with their embedding\n",
    "vector_search = AzureCosmosDBNoSqlVectorSearch.from_documents(\n",
    "    documents=docs,\n",
    "    embedding=openai_embeddings,\n",
    "    cosmos_client=cosmos_client,\n",
    "    database_name=database_name,\n",
    "    container_name=container_name,\n",
    "    vector_embedding_policy=vector_embedding_policy,\n",
    "    indexing_policy=indexing_policy,\n",
    "    cosmos_container_properties=cosmos_container_properties,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f5ff6adb7c8ad48",
   "metadata": {},
   "source": [
    "## Querying Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "7cf7a2cc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:48:47.576539Z",
     "start_time": "2024-05-25T01:48:46.693940Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "performance based on models trained with no more than 1/1,000th the compute of\n",
      "GPT-4.\n",
      "1 Introduction\n",
      "This technical report presents GPT-4, a large multimodal model capable of processing image and\n",
      "text inputs and producing text outputs. Such models are an important area of study as they have the\n",
      "potential to be used in a wide range of applications, such as dialogue systems, text summarization,\n",
      "and machine translation. As such, they have been the subject of substantial interest and progress in\n",
      "recent years [1–34].\n",
      "One of the main goals of developing such models is to improve their ability to understand and generate\n",
      "natural language text, particularly in more complex and nuanced scenarios. To test its capabilities\n",
      "in such scenarios, GPT-4 was evaluated on a variety of exams originally designed for humans. In\n",
      "these evaluations it performs quite well and often outscores the vast majority of human test takers.\n"
     ]
    }
   ],
   "source": [
    "# Perform a similarity search between the embedding of the query and the embeddings of the documents\n",
    "query = \"What were the compute requirements for training GPT 4\"\n",
    "results = vector_search.similarity_search(query)\n",
    "\n",
    "print(results[0].page_content)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30d77484c71fe192",
   "metadata": {},
   "source": [
    "## Similarity Search with Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6371c107306cd76d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:51:15.012519Z",
     "start_time": "2024-05-25T01:51:13.597319Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(Document(page_content='performance based on models trained with no more than 1/1,000th the compute of\\nGPT-4.\\n1 Introduction\\nThis technical report presents GPT-4, a large multimodal model capable of processing image and\\ntext inputs and producing text outputs. Such models are an important area of study as they have the\\npotential to be used in a wide range of applications, such as dialogue systems, text summarization,\\nand machine translation. As such, they have been the subject of substantial interest and progress in\\nrecent years [1–34].\\nOne of the main goals of developing such models is to improve their ability to understand and generate\\nnatural language text, particularly in more complex and nuanced scenarios. To test its capabilities\\nin such scenarios, GPT-4 was evaluated on a variety of exams originally designed for humans. In\\nthese evaluations it performs quite well and often outscores the vast majority of human test takers.', metadata={'id': '95cc87c2-27f5-40d2-afc2-a354e8f339e4', 'embedding': [-0.025839418172836304, -0.004486586898565292, -0.003380518639460206, -0.014719882979989052, 0.01754477061331272, 0.01754477061331272, -0.011216467246413231, 0.006923745386302471, -0.018334077671170235, -0.027348794043064117, 0.011860375292599201, 0.030990684404969215, -0.03522801771759987, -0.020854320377111435, -0.008370808325707912, 0.022931445389986038, 0.016727767884731293, -0.007706128526479006, 0.0006555921281687915, -0.017406295984983444, 0.014020584523677826, 0.00848851166665554, -0.018237145617604256, -0.018320230767130852, 0.010136363096535206, 0.011811909265816212, 0.031156854704022408, -0.037000495940446854, -0.014719882979989052, 0.0030897213146090508, 0.015052222646772861, -0.016893938183784485, -0.022045204415917397, -0.0068510458804667, 0.0028629687149077654, -0.007408407516777515, 0.009291666559875011, -0.010489474050700665, 0.004389654379338026, -0.004638909362256527, -0.0011874223127961159, 0.015647664666175842, 0.02370690368115902, -0.011583426035940647, 0.0017006449634209275, 0.0028266189619898796, 0.01800173707306385, -0.0284427460283041, 0.0016772772651165724, 0.004631985444575548, 0.018237145617604256, 0.03400943800806999, -0.003780364990234375, 0.0003414271923247725, -0.018791044130921364, 0.007733823731541634, -0.00014767050743103027, 0.00948553066700697, 0.017974043264985085, 0.0010601985268294811, -0.011922689154744148, -0.00823233276605606, -0.024759313091635704, 0.03373248875141144, -0.005840179044753313, -0.01509376522153616, -0.037055883556604385, 0.015924613922834396, -0.00361419515684247, -0.0017569003393873572, -0.0026569871697574854, 0.008675453253090382, 0.0020771236158907413, -0.025077804923057556, 0.037305139005184174, -0.010510245338082314, 0.0018901824951171875, -0.009921726770699024, -0.0230422243475914, 0.012552750296890736, 0.018749501556158066, -0.009520149789750576, 0.014103669673204422, 0.03403713181614876, 0.005663623567670584, -0.004663142375648022, 0.01595230959355831, -0.003087990451604128, -0.01701856590807438, -0.0017421874217689037, 0.017157040536403656, -0.0024908173363655806, 0.017710940912365913, 0.014096745289862156, -0.015329171903431416, 0.01995423436164856, 0.0031260710675269365, 0.02880278043448925, -0.014346000738441944, -0.019871149212121964, -0.011043373495340347, 0.0028923945501446724, -0.020341964438557625, -0.014415238052606583, -0.023208394646644592, 0.008363883942365646, 0.018167907372117043, 0.00011521545093273744, 0.0036834324710071087, 0.005642852280288935, -0.02021733671426773, 0.02186518721282482, -0.011486493051052094, -0.010780271142721176, -0.01595230959355831, 0.00623483257368207, 0.020868169143795967, -0.008017697371542454, 0.0008421005331911147, -0.0020546214655041695, 0.02577017992734909, -0.016783159226179123, 0.014359847642481327, 0.0021827106829732656, 0.026822589337825775, 0.006653719116002321, -0.018140213564038277, -0.031101463362574577, 0.003544957609847188, -0.0004048227274324745, 0.012711996212601662, 0.002544476417824626, 0.0274041835218668, -0.007678433787077665, -0.03085220977663994, 0.010191753506660461, -0.024496210739016533, 0.005992501508444548, -0.038440633565187454, -0.018278688192367554, 0.017461685463786125, 0.02776421792805195, -0.015924613922834396, -0.009000868536531925, -0.007879221811890602, 0.028415050357580185, 0.015661511570215225, 0.010960289277136326, 0.011770366691052914, 0.011708053760230541, 0.020134251564741135, -0.01779402606189251, -0.008973173797130585, 0.027736524119973183, 0.011631892062723637, -0.011396484449505806, 0.00421656109392643, 0.02277912199497223, -0.009499378502368927, -0.024662381038069725, -0.01769709214568138, 0.018860282376408577, -0.005151266697794199, 0.006986059248447418, 0.01851409487426281, 0.019871149212121964, 0.00910472497344017, 0.02027272619307041, -4.362500476418063e-05, -0.005341669544577599, -0.00907703023403883, 0.02448236383497715, -0.033870961517095566, 0.02351303957402706, -0.013265895657241344, 0.0006915090489201248, 0.013134344480931759, -0.007366864942014217, 0.0021740561351180077, -0.016340039670467377, 0.008142324164509773, 0.018707958981394768, -0.00318838469684124, -0.004337726626545191, -0.015619969926774502, -0.02711338736116886, 0.013979041948914528, -0.0014903361443430185, -0.01794634759426117, -0.01959419995546341, 0.01985730230808258, 0.0018174831056967378, 0.004143861588090658, -0.007408407516777515, -0.6279006004333496, -0.010441008023917675, -0.0062002139165997505, -0.015107612125575542, 0.025797875598073006, 0.013930575922131538, 0.014290610328316689, -0.0011727093951776624, -0.024191565811634064, 0.020646609365940094, -0.008758537471294403, -0.015287629328668118, -0.01267737802118063, -0.025216281414031982, -0.009201657958328724, -0.03353862091898918, -0.017420142889022827, -0.018237145617604256, 0.0038149836473166943, 0.02046659030020237, -0.02921820618212223, 0.014706035144627094, 0.0013007986126467586, 0.019774217158555984, -0.0291628148406744, 0.0003647948324214667, -0.00884854607284069, -0.013736710883677006, 0.005535534583032131, 0.01609078422188759, -0.03594808652997017, 0.023263784125447273, 0.0034341777209192514, -0.004334264434874058, 0.04134860634803772, -0.0021809798199683428, -0.029550544917583466, 0.014006736688315868, -0.008481588214635849, 0.026656419038772583, -0.029550544917583466, -0.012739690952003002, -0.0017214161343872547, 0.008675453253090382, -0.013868262059986591, 0.037166666239500046, 0.0016314075328409672, -0.014899900183081627, -0.006425235886126757, -0.01445678062736988, -0.012130402028560638, 0.010468702763319016, 0.024302346631884575, -0.0021619393955916166, -0.01093259360641241, 0.00438619265332818, 0.03539418429136276, 0.001936917775310576, -0.015412257052958012, -0.028553524985909462, -0.0023211855441331863, 0.005892107263207436, -0.003551881294697523, -0.0402408093214035, -0.01887412928044796, 0.019109537824988365, 0.008024620823562145, -0.0028196952771395445, 0.0032281961757689714, -0.041071657091379166, -0.010413313284516335, 0.019940387457609177, 0.0026310232933610678, -0.008890088647603989, 0.003956920467317104, 0.005310512613505125, 0.021879035979509354, -0.016963176429271698, 0.0009398984257131815, 0.026933370158076286, 0.011631892062723637, -0.014152135699987411, 0.005313974339514971, -0.00042927221511490643, 0.019303401932120323, 0.009263970889151096, -0.005275893956422806, 0.015066069550812244, 0.024468515068292618, 0.006937592756003141, 0.007858450524508953, 0.024565448984503746, -0.020480439066886902, -0.023803835734725, 0.012151173315942287, -0.0008226275094784796, -0.02891356125473976, -0.0052412752993404865, 0.005030101165175438, -0.010468702763319016, -0.009430141188204288, -0.024662381038069725, 0.03533879667520523, 0.028359660878777504, 0.03508954122662544, 0.017475532367825508, -0.014706035144627094, 0.0012436778051778674, -0.006013272795826197, -0.006767961196601391, -0.008107705973088741, 0.002279643202200532, -0.006574096158146858, -0.009610158391296864, 0.016852395609021187, -0.0291628148406744, 0.013778253458440304, -0.006553324870765209, -0.022709885612130165, -0.03173844888806343, 0.01989884488284588, -0.016367733478546143, 0.012490436434745789, -0.007456873543560505, 0.009873260743916035, 0.010787195526063442, 0.014761424623429775, -0.027653438970446587, -0.0002302145294379443, 0.014539864845573902, -0.015647664666175842, -0.018029432743787766, 0.057273220270872116, -0.010531016625463963, 0.02963363006711006, 0.021435916423797607, 0.033510927110910416, 0.0036765087861567736, 0.0060998196713626385, -0.013639777898788452, -0.02093740552663803, 0.002916627796366811, 0.0002674296556506306, 0.004168094601482153, -0.018029432743787766, -0.014262915588915348, -0.011223391629755497, 0.005985578056424856, 0.009443989023566246, -0.0006538612069562078, -0.0005590924411080778, -0.00812847726047039, -0.004486586898565292, 0.014262915588915348, -0.0016045779921114445, -0.02349919080734253, -0.010801042430102825, -0.053008195012807846, -0.008654681965708733, -0.019206469878554344, 0.011348018422722816, 0.003195308381691575, -0.008917784318327904, 0.008730842731893063, 0.006664104759693146, -0.02581172250211239, -0.016963176429271698, 0.03857911005616188, -0.04794001206755638, -0.027999626472592354, 0.00588864553719759, -0.03132302314043045, 0.018597180023789406, 0.025950197130441666, -0.0202034879475832, -0.002400808734819293, 0.004431196954101324, -0.0014609103091061115, 0.0018192140851169825, -0.02546553499996662, -0.005715551786124706, 0.011077992618083954, -0.011105687357485294, -0.020134251564741135, 0.019871149212121964, 0.03256929665803909, 0.04123782739043236, 0.015675360336899757, -0.022972986102104187, 0.00018769840244203806, 0.017835568636655807, 0.01866641826927662, -0.028553524985909462, 0.028221186250448227, 0.001203866209834814, 0.03060295432806015, 0.012054240331053734, 0.006508320569992065, 0.015259934589266777, 0.03268007934093475, 0.012026545591652393, 0.010219448246061802, 0.014235220849514008, -0.019926538690924644, -0.011638815514743328, -0.012435046955943108, 0.01722627878189087, -0.020494285970926285, 0.0010627949377521873, 0.0033441688865423203, 0.006757575552910566, -0.011348018422722816, -0.016783159226179123, -0.0022952216677367687, -0.005106262397021055, 0.01830638200044632, -0.0025894807185977697, 0.0018746040295809507, -0.025368602946400642, -0.02946745976805687, 0.005123571492731571, -0.0007975288899615407, 0.016852395609021187, 0.009263970889151096, -0.012940480373799801, 0.020535828545689583, -0.02222522161900997, 0.01856948435306549, 0.025133196264505386, -0.027030302211642265, 0.0006283298716880381, 0.017614008858799934, 0.01836177334189415, 0.016215411946177483, 0.013286666944622993, 0.0017421874217689037, 0.01177729107439518, -0.007103762589395046, 0.037360530346632004, 0.003136456711217761, -0.004715070594102144, 0.007477644830942154, -0.0011908841552212834, -0.02880278043448925, 0.025063958019018173, -0.009457835927605629, 0.011174924671649933, -0.018860282376408577, -0.026933370158076286, 0.0015093764523044229, -0.012206562794744968, 0.018375620245933533, -0.02201751060783863, 0.005701704416424036, 0.03292933106422424, -0.008585444651544094, 0.006227909121662378, 0.003596885595470667, 0.006027120165526867, 0.030270613729953766, 0.004375807009637356, 0.01339744683355093, 0.025285517796874046, 0.006885664537549019, 0.022183680906891823, -0.028692001476883888, 0.002972017740830779, -0.015204545110464096, -0.021532848477363586, -0.013120497576892376, -0.025894807651638985, -0.003596885595470667, 0.019414182752370834, -0.026254842057824135, 0.018444858491420746, 0.008066163398325443, 0.015176849439740181, 0.019400333985686302, 0.030741428956389427, 0.016215411946177483, -0.028221186250448227, -0.05203887075185776, 0.009603234939277172, 0.001980191096663475, -0.007809984963387251, -0.0032957028597593307, -0.05450372397899628, 0.011915765702724457, -0.003003174439072609, -0.014207525178790092, -0.014062127098441124, 0.018029432743787766, -0.0021567465737462044, 0.009762480854988098, -0.0026760275941342115, 0.018804892897605896, 0.027196472510695457, -0.004424273036420345, -0.012594292871654034, -0.0013709015911445022, 0.012026545591652393, -0.002528897952288389, -0.012850471772253513, -0.03179384022951126, 0.01568920724093914, -0.018583333119750023, -0.03522801771759987, -0.010177905671298504, 0.010240219533443451, -0.015619969926774502, 0.03148919343948364, 0.0005110589554533362, 0.010558711364865303, -0.017101651057600975, 0.0026033283211290836, 0.016755463555455208, -0.01676931045949459, 0.022336002439260483, 0.03514493256807327, 0.012684301473200321, 0.015966156497597694, -0.026088671758770943, -0.007713052444159985, 0.018126364797353745, 0.04007463902235031, 0.04057314619421959, -0.012649682350456715, -0.012476589530706406, -0.028359660878777504, 0.0021844415459781885, -0.030879903584718704, -0.017198583111166954, 0.012573521584272385, 0.021020490676164627, 0.01273276749998331, -0.023028377443552017, -0.010918746702373028, -0.0007533900206908584, 0.026711810380220413, 0.007415331434458494, -0.002338494872674346, -0.013383599929511547, -0.014318305067718029, -0.010524093173444271, 0.007387636229395866, -0.020909711718559265, 0.013639777898788452, -0.005788251291960478, 0.011348018422722816, -0.025340907275676727, 0.025797875598073006, 0.020494285970926285, -0.013210506178438663, -0.028068862855434418, -0.026254842057824135, -0.01237273309379816, -0.005968268495053053, 0.0052585843950510025, 0.005338207818567753, 0.005251660943031311, 0.001980191096663475, -0.014664492569863796, 0.012400427833199501, 0.016935480758547783, 0.010801042430102825, 0.011645739898085594, 0.0037457463331520557, -0.013168963603675365, -0.01789095811545849, -0.023236088454723358, 0.0031710753683000803, 0.02351303957402706, -0.008571596816182137, -0.03154458478093147, 0.013826719485223293, 0.020023470744490623, -0.024773159995675087, -0.0005435140337795019, 0.021989814937114716, 0.0025392835959792137, 0.0026967988815158606, 0.002516781445592642, -0.01938648708164692, -0.01964958943426609, -0.006494473200291395, -0.03611425682902336, 0.005556305404752493, -0.0026829512789845467, -0.011562654748558998, 0.0006806906894780695, -0.021560542285442352, -0.010503321886062622, -0.03478489816188812, 0.012926632538437843, -0.010704110376536846, -0.012504284270107746, -0.04877086356282234, -0.010634873062372208, 0.015301477164030075, 0.014719882979989052, 0.00547668244689703, -0.0026414089370518923, 0.0012886821059510112, 0.0034324468579143286, -0.014622949995100498, -0.02524397522211075, -0.0038184456061571836, -0.03085220977663994, 0.01919262297451496, 0.006404464598745108, -0.022862207144498825, -0.014512170106172562, -0.008530054241418839, 0.009499378502368927, -0.0007213677163235843, -0.01092567015439272, -0.007768442388623953, -0.008952402509748936, 0.015869224444031715, 0.019940387457609177, 0.014747577719390392, -0.003894606838002801, 0.007636891212314367, -0.027598049491643906, -0.02129743993282318, -0.027030302211642265, -0.006771422922611237, -0.0388837531208992, 0.012628911063075066, 0.005743246525526047, 0.020632760599255562, 0.012739690952003002, 0.02000962384045124, -0.023623818531632423, 0.013951347209513187, -0.0033649401739239693, 0.006664104759693146, -0.007318398915231228, 0.00843312218785286, 0.0006664104876108468, 0.005092414561659098, 0.022336002439260483, 0.01396519411355257, -0.017115497961640358, 0.0015102420002222061, -0.01784941554069519, 0.025036262348294258, 0.015924613922834396, -0.008273875340819359, 0.03148919343948364, 0.008336189202964306, 0.0019490342820063233, -0.04439505562186241, 0.009859412908554077, -0.014048279263079166, 0.013134344480931759, -0.0011960769770666957, -0.008073086850345135, -0.026877978816628456, -0.013162040151655674, -0.014733729884028435, 0.004496972542256117, -0.01355669368058443, 0.001865949365310371, -0.0036626611836254597, -0.006397540681064129, -0.007616119924932718, 0.005864412523806095, 0.0029339371249079704, -0.02597789280116558, -0.011431103572249413, 0.003718051128089428, 0.0212420504540205, 0.022917596623301506, -0.005223965737968683, 0.01629849709570408, -0.011888070963323116, -0.027071844786405563, -0.01273276749998331, -0.041902508586645126, -0.004573133774101734, 0.010807966813445091, 0.02849813550710678, 0.017032412812113762, 0.03533879667520523, -0.011230315081775188, 0.0022000200115144253, 0.039936162531375885, -0.011043373495340347, -0.006310993805527687, -0.010918746702373028, -0.015523036941885948, -0.02577017992734909, -0.0011830950388684869, -0.00727685634046793, -0.002025195397436619, 0.009859412908554077, -0.00188672065269202, -0.010690262541174889, 0.014235220849514008, -0.008626986294984818, 0.008516206406056881, -0.014387542381882668, -0.015190697275102139, -0.025700943544507027, 0.020397353917360306, -0.02169901877641678, 0.00239907787181437, -0.025188585743308067, -0.008987021632492542, 0.03154458478093147, 0.0042304084636271, -0.0031208782456815243, 0.014131364412605762, 0.042511794716119766, -0.01656159944832325, -0.028553524985909462, -0.0010653913486748934, 0.02067430317401886, 0.004026157781481743, -0.009734786115586758, -0.05339592322707176, 0.016880091279745102, 0.02201751060783863, 0.002222522161900997, 0.028830476105213165, -0.004742765333503485, 0.002565247705206275, -0.0014565829187631607, 0.01270507276058197, 0.004573133774101734, -0.009319361299276352, -0.00295124645344913, -0.0158830713480711, -0.009810946881771088, -0.004912397358566523, 0.011708053760230541, -0.0026569871697574854, -0.003480912884697318, 0.01974652148783207, -0.011354942806065083, 0.021283593028783798, -0.0338432677090168, -0.02180979773402214, 0.027445726096630096, 0.009900955483317375, 0.03198770433664322, 0.01183268055319786, 0.01384056732058525, 0.020646609365940094, 0.020480439066886902, -0.006373307667672634, 0.006487549282610416, 0.006906435824930668, -0.004188865888863802, 0.010399465449154377, 0.005933649837970734, 0.013265895657241344, -0.01861102692782879, 0.015107612125575542, 0.011008755303919315, -0.039991553872823715, -0.038496024906635284, 0.01789095811545849, 0.014747577719390392, 0.022876054048538208, -0.0309629887342453, -0.007796137128025293, -0.025687094777822495, -0.0002211271203123033, -0.011098763905465603, 0.02012040466070175, 0.007996926084160805, -0.009866337291896343, 0.006653719116002321, 0.030104445293545723, 0.005597847979515791, -0.0026050591841340065, -0.006414850242435932, 0.005452449433505535, 0.021214354783296585, 0.015661511570215225, -0.0072214663960039616, 0.013072031550109386, -0.008322342298924923, 0.027653438970446587, 0.005805560387670994, 0.005511301103979349, -0.0003154631413053721, -0.006369845476001501, 0.020549675449728966, 3.1670726457377896e-05, -0.0005153862875886261, 0.03071373514831066, -0.03226465359330177, -0.014318305067718029, 0.018389467149972916, 0.010108668357133865, -0.005521686747670174, -0.03287394344806671, -0.006584481801837683, 0.0018330615712329745, 0.006207137834280729, 0.024676227942109108, 0.019469572231173515, 0.0024890864733606577, -0.016187716275453568, 0.009298590011894703, -0.004188865888863802, -0.025950197130441666, -0.013535922393202782, -0.015439951792359352, 0.009741709567606449, -0.04669373854994774, 0.008183866739273071, 0.001936917775310576, -0.014034431427717209, 0.023734599351882935, 0.008440045639872551, -0.020854320377111435, 0.017614008858799934, 0.03866219520568848, -0.0071383812464773655, -0.012123477645218372, 0.00040092814015224576, -0.013591311872005463, -0.02577017992734909, 0.010884127579629421, -0.018167907372117043, -0.009194733574986458, 0.029328985139727592, -0.025645552203059196, -0.020715845748782158, -0.011015678755939007, -0.01743399165570736, -0.004441582597792149, 0.0028629687149077654, 0.004375807009637356, -0.001000481192022562, -0.007976154796779156, 0.0014513900969177485, -0.001772478804923594, 0.00632830336689949, -0.00912549626082182, 0.01422137301415205, 0.0014738922473043203, 0.018680265173316002, -0.014996832236647606, -0.002665641950443387, -0.006736804265528917, 0.01574459671974182, -0.021020490676164627, -0.060762789100408554, -0.009083953686058521, -0.016990870237350464, 0.0075884247198700905, 0.00235234247520566, 1.6362757378374226e-05, -0.016367733478546143, 0.0043619596399366856, -0.016367733478546143, 0.007713052444159985, 0.0032195416279137135, 0.012483512982726097, 0.001995769562199712, -0.005719013512134552, -0.004064238630235195, 0.010454855859279633, -0.03697279840707779, -0.02012040466070175, -0.014103669673204422, 0.0021307826973497868, -0.025590162724256516, -0.01398596540093422, -0.011375713162124157, 0.056026946753263474, -0.002451005857437849, -0.012033469043672085, -0.00936090387403965, -0.013189734891057014, -0.045807499438524246, -0.016644684597849846, -0.02309761382639408, 0.02247447706758976, -0.005213580094277859, 0.03337245434522629, -0.0003338543465360999, 0.01974652148783207, 0.0033458999823778868, 0.002044235821813345, -0.013535922393202782, 0.0007629101746715605, -0.00786537490785122, -0.004784307908266783, 0.0027210318949073553, 0.0031416495330631733, -0.037886735051870346, -0.00519280880689621, 0.007962306961417198, -0.020688151940703392, 0.003273200709372759, 0.023983852937817574, 0.0014929325552657247, 0.004351573996245861, 0.001603712560608983, 0.01545379962772131, 0.016783159226179123, 0.01809867098927498, 0.0255624670535326, -0.03547726944088936, -0.006082510109990835, 0.005736323073506355, -0.018223296850919724, -0.01881873980164528, -0.02313915640115738, 0.017600160092115402, 0.013951347209513187, 0.003544957609847188, -0.0012055971892550588, -0.007089915219694376, 0.008737766183912754, -0.016935480758547783, 0.03090759925544262, 0.0012384849833324552, -0.007581501267850399, 0.017170889303088188, -0.0005037024966441095, -0.019261859357357025, -0.024454668164253235, 0.008834699168801308, -0.022460630163550377, 0.014622949995100498, 0.0316830575466156, -0.046832215040922165, -0.010738728567957878, 0.0065914057195186615, 0.002613713964819908, -0.027431879192590714, -0.011278781108558178, -0.003316473914310336, -0.0019317249534651637, -0.019884996116161346, 0.02849813550710678, 0.04334264621138573, -0.02268218994140625, 0.01123723853379488, -0.004285798408091068, 0.015536884777247906, -0.0020338501781225204, -0.015384562313556671, 0.006989520974457264, -0.021837493404746056, 0.014027507975697517, 0.02309761382639408, -0.023623818531632423, -0.020757388323545456, 0.017835568636655807, 0.010115591809153557, -0.03924378752708435, 0.020591218024492264, 0.19907152652740479, -0.022723732516169548, 0.010177905671298504, 0.030159834772348404, 0.029965970665216446, 0.005580538883805275, 0.011015678755939007, 0.01417290698736906, 0.001807097578421235, -0.02012040466070175, 0.006210599560290575, -0.016478514298796654, -0.0026985297445207834, -0.0021896343678236008, 0.019981928169727325, -0.026725657284259796, -0.032015398144721985, -0.05519609898328781, -0.013438989408314228, 0.008924707770347595, -0.0032005012035369873, -0.023069920018315315, -0.00465621892362833, -0.022654494270682335, 0.02880278043448925, 0.0020044243428856134, -0.0024769699666649103, -0.006854508072137833, 0.018735654652118683, 0.013660549186170101, -0.01147264614701271, -0.005403983406722546, 0.013418218120932579, 0.0036834324710071087, -0.017558617517352104, 0.0033130121883004904, 0.008218485862016678, 0.006653719116002321, 0.005919802468270063, 0.010434084571897984, 0.031184548512101173, 0.0052585843950510025, 0.03683432564139366, -0.02669796161353588, 0.0045904433354735374, 0.018957214429974556, -0.01093259360641241, -0.0021567465737462044, -0.005275893956422806, -0.004929706454277039, -0.0331231988966465, 0.01928955502808094, 0.024676227942109108, 0.021685170009732246, -0.0248423982411623, 0.004406963940709829, -0.024980872869491577, -0.0076507385820150375, 0.02180979773402214, 0.0006690068985335529, -0.033870961517095566, -0.016727767884731293, -0.015066069550812244, 0.028830476105213165, -0.01246966514736414, 0.022142138332128525, -0.015163002535700798, -0.022252917289733887, 0.013002793304622173, -0.0012133864220231771, -0.02401154860854149, 0.010067125782370567, -0.0212420504540205, 0.00044831252307631075, -0.027071844786405563, -0.05004483088850975, 0.022432934492826462, 0.02010655589401722, 0.022308306768536568, 0.04298261180520058, 0.0025600548833608627, -0.030270613729953766, 0.003210886847227812, -0.020923558622598648, -0.023236088454723358, -0.03550496697425842, 0.017627855762839317, -0.011590349487960339, -0.008093858137726784, -0.011964231729507446, -0.017572466284036636, -0.006130976602435112, -0.005538996309041977, -0.0044208113104105, -0.004805079195648432, 0.004621599800884724, 0.0067125712521374226, 0.00435849791392684, 0.012331190519034863, -0.033040113747119904, -0.014678340405225754, 0.08125707507133484, 0.015439951792359352, 0.00959631148725748, 0.01396519411355257, 0.011112610809504986, 0.002101356629282236, 0.01542610488831997, -0.009187810122966766, -0.011451874859631062, 0.000480767572298646, -0.022959139198064804, 0.011368789710104465, 0.00542821642011404, -0.0005474085919559002, 0.01218579150736332, 0.004642371088266373, -0.0145814074203372, 0.025964045897126198, -0.017447838559746742, 0.014429084956645966, -0.012940480373799801, -0.017032412812113762, 0.002695067785680294, -0.016852395609021187, -0.047912318259477615, 0.004053852986544371, 0.010994907468557358, -0.030021360144019127, 0.009250123985111713, -0.01093259360641241, -0.047136858105659485, 0.015980003401637077, 0.011431103572249413, -0.005975192412734032, -0.003846140578389168, 0.006269451230764389, -0.0032628150656819344, -0.02041120082139969, 0.018486399203538895, 0.01188114657998085, 0.024814702570438385, -0.013792100362479687, -0.00456274813041091, 0.005338207818567753, -0.013508226722478867, 0.011846528388559818, 0.021020490676164627, 0.0026033283211290836, -0.004396578297019005, -0.00010656076483428478, -0.019123384729027748, 0.00933320913463831, 0.003981153480708599, 0.04500434547662735, 0.008668528869748116, -0.019428029656410217, -0.011306475847959518, 0.020480439066886902, 0.0005383212119340897, -0.04342573136091232, -0.0017058377852663398, 0.017101651057600975, -0.009374750778079033, -0.0065671722404658794, -0.007616119924932718, -0.17680476605892181, -0.005719013512134552, 0.007443026173859835, -0.03749900311231613, 0.016187716275453568, -0.009180886670947075, 0.011389560997486115, -0.00500240596011281, -0.014802967198193073, -0.008093858137726784, 0.01390980463474989, -0.004424273036420345, 0.0021203970536589622, -0.0024129252415150404, -0.010801042430102825, -0.003690356155857444, -0.017309363931417465, 0.0043792687356472015, 0.01300971768796444, 0.0080800112336874, 0.03902222961187363, -0.006882202811539173, 0.010641796514391899, -0.023637667298316956, -0.005400521215051413, 0.0023488805163651705, -0.0006850180798210204, 0.032375432550907135, 0.000562987057492137, -0.04409040883183479, -0.002925282344222069, -0.0037630556616932154, 0.021283593028783798, -0.001390807330608368, 0.016492361202836037, -0.0004976441850885749, 0.019511114805936813, -0.0022121365182101727, -0.028608916327357292, -0.002264064736664295, 0.018015585839748383, 0.02313915640115738, 0.01036484632641077, -0.017627855762839317, -0.01629849709570408, -0.01908184215426445, 0.01455371268093586, -0.0161600224673748, 0.015910767018795013, -0.013868262059986591, 0.022460630163550377, 0.00023086363216862082, 0.014401390217244625, 0.0033424380235373974, 0.011451874859631062, 0.011147229932248592, 0.011348018422722816, -0.01120954379439354, -0.01182575710117817, -0.00043078677845187485, -0.0037838267162442207, -0.007131457794457674, 0.006352536380290985, 0.022197527810931206, -0.01933109760284424, -0.021366678178310394, -0.013508226722478867, 0.01985730230808258, -0.02849813550710678, 0.01084950938820839, -0.01177729107439518, -0.0004712474183179438, -0.008571596816182137, -0.019995776936411858, 0.03049217350780964, 0.009547844529151917, -0.014082898385822773, 0.026670267805457115, 0.03226465359330177, -0.00340821361169219, -0.005082028917968273, 0.016603142023086548, 0.007346093654632568, 0.001196942524984479, 0.005348593462258577, -0.0011891532922163606, 0.016575446352362633, 0.022765275090932846, 1.2427582078089472e-05, -0.002502933843061328, 0.03821907564997673, -0.02118666097521782, -0.0017698823940008879, 0.010427160188555717, 0.021311288699507713, 0.016436971724033356, 0.002916627796366811, -0.015758443623781204, 0.01671392098069191, -0.009097801521420479, 0.0056290049105882645, 0.004424273036420345, 0.0024769699666649103, -0.009021639823913574, 0.04619522765278816, 0.012476589530706406, -0.003558805212378502, 0.025700943544507027, 0.042096372693777084, 0.012642758898437023, -0.033870961517095566, -0.013826719485223293, -0.003880759235471487, 0.00410231901332736, 0.014276762492954731, 0.015190697275102139, -0.012926632538437843, -0.024870093911886215, 0.010711033828556538, -0.004555824212729931, 0.03949304297566414, -0.02273757942020893, -0.013951347209513187, 0.020632760599255562, -0.003465334651991725, -0.03791442885994911, -0.12185791879892349, -0.006310993805527687, 0.020480439066886902, 0.017157040536403656, -0.0101017439737916, 0.03132302314043045, -0.0006240025395527482, 0.03976999223232269, -0.013805948197841644, 0.045225903391838074, -0.009215504862368107, -0.006719494704157114, 0.016326190903782845, -0.0057120900601148605, 0.004157708957791328, -0.01491374708712101, 0.025534773245453835, -0.010060202330350876, -0.014152135699987411, 0.04370268061757088, 0.0034826439805328846, -0.012441970407962799, 0.02448236383497715, -0.02277912199497223, -0.01033715158700943, -0.005663623567670584, -0.031156854704022408, 0.025784026831388474, 0.004715070594102144, 0.007166076451539993, 0.024703923612833023, -0.03575422242283821, 0.0031191473826766014, -0.02988288551568985, 0.01881873980164528, 0.008675453253090382, 0.00048552764928899705, -0.0255624670535326, 0.03353862091898918, 0.008827775716781616, -0.011382637545466423, -0.00394653482362628, 0.008516206406056881, -0.00784460362046957, -0.005542458035051823, -0.020494285970926285, -0.017087804153561592, 0.026614876464009285, 0.01578613929450512, -0.010870279744267464, -0.029910579323768616, 0.012213487178087234, -0.04337034001946449, 0.016063088551163673, 0.0070206779055297375, 0.023208394646644592, 0.02689182758331299, 0.017060108482837677, 0.015273782424628735, 0.01062102522701025, -0.024288497865200043, -0.019261859357357025, -0.005293203517794609, 0.012511207722127438, -0.01021252479404211, 0.005815946031361818, -0.0031970394775271416, -0.019580351188778877, 0.012054240331053734, -0.01595230959355831, -0.008523130789399147, 0.015343019738793373, -0.004614676348865032, -0.003480912884697318, -0.008924707770347595, -0.00794153567403555, -0.022502172738313675, -0.006349074654281139, -0.00010526256664888933, 0.010177905671298504, -0.031156854704022408, -0.014387542381882668, 0.016797006130218506, -0.0058090221136808395, -0.016949327662587166, 0.008356960490345955, 0.006972211413085461, -0.017475532367825508, 0.012808929197490215, -0.03749900311231613, -0.008086934685707092, 0.05134649574756622, -0.0006819888949394226, -0.015564579516649246, 0.0011294359574094415, -0.00407462427392602, -0.016672378405928612, -0.0014133094809949398, -0.003686894429847598, 0.01488605234771967, -0.011874223127961159, -0.009478607214987278, -0.06657873839139938, 0.02721031941473484, 0.02118666097521782, -0.021588237956166267, 0.015827681869268417, 0.022349849343299866, 0.016880091279745102, 0.007387636229395866, -0.021103575825691223, -0.00435849791392684, -0.025964045897126198, -0.005497453734278679, -0.02514704316854477, -0.008599291555583477, -0.008959326893091202, -0.021518999710679054, 0.004839697852730751, -0.013459760695695877, 0.007830755785107613, 0.00756072998046875, 0.0038149836473166943, -0.010344075970351696, 0.03589269518852234, 0.02175440825521946, -0.004535053391009569, -0.010773347690701485, -0.05358978733420372, 0.026268688961863518, -0.010794118978083134, -0.0194418765604496, -0.010967212729156017, -0.012116554193198681, -0.006861431524157524, -0.003766517387703061, 0.002546207280829549, 0.009797099977731705, 0.006037505809217691, 0.024551600217819214, 0.006283299066126347, 0.04242870956659317, -0.013868262059986591, -0.04325956106185913, -0.004060776438564062, -0.03378787636756897, 0.0007018946926109493, 0.0002853881160262972, 0.0037907506339251995, -0.01682470180094242, 0.019054146483540535, 0.00974863301962614, 0.023845378309488297, 0.008246180601418018, -0.006134438328444958, -0.03539418429136276, -0.01183268055319786, -0.013930575922131538, 0.010759499855339527, 0.010641796514391899, 0.014830662868916988, 0.005407445132732391, 0.04157016798853874, -0.0023973467759788036, 0.013335133902728558, -0.0019455724395811558, -0.0019628817681223154, 0.0019819221924990416, -0.01815406046807766, -0.0015543808694928885, 0.009714014828205109, -0.0015907305059954524, 0.012324267067015171, -0.0038184456061571836, 0.02093740552663803, 0.021879035979509354, 0.024703923612833023, -0.02762574329972267, 0.0010731805814430118, 0.005639390554279089, -0.012975098565220833, 0.02787499874830246, 0.023776141926646233, 0.01661698892712593, -0.013480531983077526, 0.01002558320760727, 0.018527941778302193, -0.003396097104996443, 0.0047116088680922985, 0.023831531405448914, -0.021062033250927925, 0.0006871817167848349, 0.018541790544986725, 0.006961825769394636, -0.0039292252622544765, 0.005757094360888004, -0.011749595403671265, 0.012220410630106926, -0.005037024617195129, 0.004123090300709009, 0.025493230670690536, 0.02036965824663639, 0.01917877420783043, -0.005088952835649252, -0.0011675165733322501, 0.0013033950235694647, -0.0324862115085125, 0.011313400231301785, -0.05414368957281113, -0.03436947241425514, 0.00931243784725666, 0.011583426035940647, 0.014117516577243805, 0.007602272555232048, 0.005971730221062899, 0.0026466017588973045, -0.02360997162759304, 0.025784026831388474, 0.010794118978083134, -0.02088201604783535, -0.030326005071401596, 0.026988759636878967, 0.026808742433786392, 0.010434084571897984, 0.04938015341758728, -0.016478514298796654, 0.038080599159002304, 0.0003704203700181097, 0.036751240491867065, -0.023679209873080254, 0.028304271399974823, 0.02365151420235634, -0.007934612222015858, -0.011998850852251053, 0.0034861057065427303, -0.02041120082139969, -0.005857488606125116, -0.010475627146661282, -0.016880091279745102, 0.02406693808734417, 0.02705799601972103, 0.08452508598566055, 0.013058183714747429, 0.0010281761642545462, -0.008440045639872551, 0.0034428322687745094, -0.0039499965496361256, 0.009180886670947075, 0.023997701704502106, -0.007519187405705452, 0.003160689724609256, 0.007117610424757004, -0.0048500834964215755, -0.010821813717484474, -0.020328115671873093, 0.006203675642609596, -0.006335226818919182, -0.0005863546975888312, -0.0010740460129454732, -0.018846435472369194, -0.007117610424757004, 0.04890933632850647, -0.013058183714747429, 0.02201751060783863, 0.004015772137790918, -0.028096558526158333, 0.0032489674631506205, 0.036031171679496765, 0.011361866258084774, -0.017309363931417465, -0.02448236383497715, 0.03932687267661095, 0.00787229835987091, -0.031239939853549004, -0.021117422729730606, -0.014899900183081627, -0.012892013415694237, 0.005781327374279499, -0.015869224444031715, 0.002992789028212428, 0.012012697756290436, 0.007436102256178856, -0.009575540199875832, -0.010441008023917675, 0.004213098902255297, 0.00915319100022316, -0.0004184538556728512, -0.014733729884028435, -0.0151214599609375, -0.01928955502808094], 'text': 'performance based on models trained with no more than 1/1,000th the compute of\\nGPT-4.\\n1 Introduction\\nThis technical report presents GPT-4, a large multimodal model capable of processing image and\\ntext inputs and producing text outputs. Such models are an important area of study as they have the\\npotential to be used in a wide range of applications, such as dialogue systems, text summarization,\\nand machine translation. As such, they have been the subject of substantial interest and progress in\\nrecent years [1–34].\\nOne of the main goals of developing such models is to improve their ability to understand and generate\\nnatural language text, particularly in more complex and nuanced scenarios. To test its capabilities\\nin such scenarios, GPT-4 was evaluated on a variety of exams originally designed for humans. In\\nthese evaluations it performs quite well and often outscores the vast majority of human test takers.', 'SimilarityScore': 0.8395394297757695}), 0.8395394297757695)\n",
      "(Document(page_content='2 GPT-4 Observed Safety Challenges\\nGPT-4 demonstrates increased performance in areas such as reasoning, knowledge retention, and\\ncoding, compared to earlier models such as GPT-2[ 22] and GPT-3.[ 10] Many of these improvements\\nalso present new safety challenges, which we highlight in this section.\\nWe conducted a range of qualitative and quantitative evaluations of GPT-4. These evaluations\\nhelped us gain an understanding of GPT-4’s capabilities, limitations, and risks; prioritize our\\nmitigation eﬀorts; and iteratively test and build safer versions of the model. Some of the speciﬁc\\nrisks we explored are:6\\n•Hallucinations\\n•Harmful content\\n•Harms of representation, allocation, and quality of service\\n•Disinformation and inﬂuence operations\\n•Proliferation of conventional and unconventional weapons\\n•Privacy\\n•Cybersecurity\\n•Potential for risky emergent behaviors\\n•Interactions with other systems\\n•Economic impacts\\n•Acceleration\\n•Overreliance', metadata={'id': '4a3bcc96-5927-477b-bc8c-f499ffceb310', 'embedding': [3.201593426638283e-05, -0.01149508636444807, -0.006550004705786705, -0.034101177006959915, -0.004657018929719925, 0.020493626594543457, -0.018833834677934647, 0.004362097475677729, -0.02326451987028122, -0.022660959511995316, 0.025678761303424835, 0.029574472457170486, -0.047050297260284424, -0.020493626594543457, 0.01711917482316494, 0.03264714404940605, 0.038161493837833405, -0.008086340501904488, -0.0072015756741166115, -0.0050582499243319035, 0.0031618347857147455, 0.01932765729725361, -0.02500661462545395, -0.015720011666417122, 0.0072015756741166115, 0.010905243456363678, 0.03187897428870201, -0.030479812994599342, 0.002822331851348281, 0.011693987064063549, 0.009903881698846817, -0.019492264837026596, -0.02755803056061268, -0.004879924934357405, -0.018532054498791695, -0.019890066236257553, 0.0030623844359070063, -0.020960014313459396, 0.00266629783436656, -0.000522542919497937, 0.0035699240397661924, 0.01788734272122383, 0.019135616719722748, 0.008662466891109943, 0.006735187955200672, 0.024869441986083984, 0.001978718675673008, -0.026789862662553787, -0.02666640654206276, 0.018230274319648743, 0.01909446343779564, 0.02075425535440445, -0.003881992306560278, 0.0019667160231620073, -0.003103536320850253, -0.012537600472569466, -0.001624641241505742, 0.00995189230889082, 0.016556765884160995, 0.01788734272122383, 0.01244157925248146, -0.005867569707334042, -0.017914777621626854, 0.040191650390625, -0.020493626594543457, -0.015665141865611076, -0.021357815712690353, 0.02067195251584053, -0.007908016443252563, -0.012222102843225002, 0.0011471081525087357, 0.020617082715034485, 0.00737990066409111, -0.01684482954442501, 0.03253740444779396, -0.01746210642158985, 0.0022444911301136017, -0.019231636077165604, -0.008545869961380959, 0.012777653522789478, 0.024704834446310997, -0.021975094452500343, 0.003437895094975829, 0.023895515128970146, 0.005078825633972883, 0.009300320409238338, 0.006419690325856209, 0.012084930203855038, -0.00858016312122345, -0.0016589344013482332, 0.009807860478758812, -0.007908016443252563, 0.013257757760584354, 0.02700933814048767, -0.008086340501904488, 0.02126179449260235, -0.008751628920435905, 0.01816168799996376, -0.0294098649173975, -0.021700749173760414, -0.011467652395367622, 0.002376520074903965, -0.035143692046403885, -0.012661056593060493, -0.013484093360602856, -0.008916236460208893, 0.01684482954442501, 0.007064403034746647, 0.006632308475673199, 0.015006712637841702, -0.004924505949020386, 0.025719914585351944, -0.008875085040926933, 0.005288014188408852, -0.02932756021618843, 0.0038134059868752956, 0.016104094684123993, 0.007798277772963047, -0.0022119125351309776, -0.016323572024703026, 0.02396410144865513, -0.01573372818529606, 0.018641794100403786, -0.0032338504679501057, 0.009732414968311787, -0.006159062031656504, 0.0047496105544269085, -0.015198754146695137, -0.005613799672573805, -0.015623990446329117, 0.002990368753671646, 0.008573304861783981, 0.0280930045992136, -0.019848914816975594, -0.044690921902656555, 0.033991437405347824, -0.04027395695447922, -0.01603550836443901, -0.0275854654610157, -0.01839488185942173, 0.002345656044781208, 0.02233174443244934, -0.006316810846328735, 0.008998540230095387, 0.003665945027023554, 0.01750325784087181, 0.0195882860571146, 0.05094600468873978, -0.0031223974656313658, 0.002926926128566265, -0.0031258268281817436, -0.014073937200009823, -0.01336749643087387, 0.01735236868262291, -0.022551219910383224, -0.016680222004652023, -0.008683042600750923, 0.01866922900080681, -0.02032901905477047, -0.03923144191503525, -0.00860073883086443, -0.007503356318920851, -0.0090602682903409, 0.010157651267945766, 0.0017309501999989152, 0.01777760498225689, 0.016131529584527016, 0.00958152487874031, 0.007791419047862291, -0.003028091276064515, -0.015116450376808643, 0.026693841442465782, -0.015212471596896648, 0.029382430016994476, 0.005860710982233286, 0.012709066271781921, 0.012084930203855038, -0.0072975968942046165, -0.016392158344388008, -0.010150793008506298, -0.008929953910410404, -0.0005645520868711174, 0.022894153371453285, -0.0003515054995659739, -0.006738617550581694, -0.03218075633049011, 0.03404630720615387, 0.014540324918925762, -0.028257612138986588, -0.006896366365253925, 0.017420955002307892, -0.00716728251427412, -0.03829866647720337, -0.008223514072597027, -0.6140955090522766, -0.019698023796081543, 0.01573372818529606, -0.02086399495601654, 0.010754353366792202, 0.025953108444809914, 0.0176678653806448, 0.018340013921260834, -0.004807909019291401, 0.05146726220846176, -0.006111051421612501, -0.009560949169099331, -0.01312058512121439, -0.025322113186120987, -0.0028789157513529062, -0.028778869658708572, 0.0029114943463355303, -0.030232900753617287, 0.01784619130194187, 0.023936666548252106, -0.013154878281056881, 0.014581476338207722, -0.0018792683258652687, -0.007338748779147863, -0.00879278127104044, 0.02569247968494892, 0.00022912156418897212, -0.010576028376817703, -0.011371631175279617, 0.011014982126653194, -0.00948550458997488, 0.0228804349899292, 0.002378234639763832, 0.017009437084197998, 0.03972526267170906, -0.028079288080334663, -0.024320749565958977, 0.015445665456354618, 0.01072691846638918, 0.04038369283080101, -0.024663683027029037, -0.01021937932819128, 0.023209650069475174, 0.03289405629038811, -0.0037448194343596697, 0.031247980892658234, 0.02364860288798809, -0.0008749057305976748, -0.020342737436294556, -0.0012954262783750892, -0.00013492237485479563, 0.006508852820843458, 0.015486817806959152, 0.009163147769868374, -0.006248224526643753, 0.006683748215436935, 0.031741801649332047, -0.011508803814649582, 0.0011573961237445474, -0.015212471596896648, -0.00807262398302555, 0.020685669034719467, -0.029848817735910416, -0.05152213200926781, -0.028449654579162598, 0.03393656760454178, -0.013168595731258392, 0.004015735816210508, 0.003223562613129616, -0.022578654810786247, 0.007715974003076553, 0.02886117249727249, -0.016200115904211998, -0.01028110645711422, -0.0003193556040059775, 0.030589550733566284, 0.03187897428870201, -0.0359392911195755, 0.008010895922780037, 0.02709164284169674, 0.01565142534673214, -0.019451113417744637, -0.0045095584355294704, 0.015706293284893036, 0.025761066004633904, -0.005685815587639809, -0.0009061982855200768, 0.019533416256308556, 0.024128708988428116, -0.008751628920435905, 0.015829749405384064, 0.017983363941311836, -0.0310285035520792, -0.032948922365903854, 0.02017812989652157, -0.006865502335131168, -0.011934040114283562, -0.007503356318920851, 0.0008311818819493055, -0.015788597986102104, -0.008628173731267452, -0.020575931295752525, 0.02303132601082325, 0.03245510160923004, 0.02422473020851612, 0.008244089782238007, -0.00490735936909914, -0.009691263549029827, -0.0028737715911120176, -0.01452660746872425, -0.017640432342886925, -0.002530839527025819, -0.007434769533574581, -0.014499172568321228, 0.009519797749817371, -0.03687206655740738, 0.02307247743010521, -0.01333320327103138, -0.0372561514377594, -0.02743457444012165, 0.030424943193793297, -0.0029012062586843967, 0.01189974695444107, -0.028422219678759575, 0.011145295575261116, 0.02315478026866913, 0.0253083948045969, -0.01956085115671158, 0.018710380420088768, 0.02233174443244934, -0.009732414968311787, -0.022784413769841194, 0.011028698645532131, 0.00556578952819109, 0.014855822548270226, 0.0019444255158305168, 0.019848914816975594, -0.0017369515262544155, 0.02315478026866913, -0.00811377540230751, -0.02628232166171074, -0.0018038232810795307, -0.0034121752250939608, 0.004790762439370155, -0.019067028537392616, -0.011069850996136665, -0.0069306595250964165, 0.002038731938228011, 0.0008067479357123375, -0.015898335725069046, -0.017901059240102768, -0.020918862894177437, 0.002997227245941758, 0.029492167755961418, -0.0040500289760529995, -0.021275512874126434, 0.008751628920435905, -0.031001068651676178, -0.01242100354284048, -0.03152232617139816, 0.0005645520868711174, 0.022976456210017204, 0.006213931366801262, 0.0006511425017379224, -0.013106867671012878, -0.00978042557835579, -0.016789959743618965, 0.030315205454826355, -0.0346224345266819, -0.023662321269512177, -0.009958750568330288, -0.04471835494041443, 0.025335829704999924, 0.028778869658708572, -0.00606647040694952, 0.018257709220051765, 0.0005752687575295568, -0.0007424482028000057, 0.005493773613125086, 0.001172828022390604, 0.007331890054047108, 0.0055452133528888226, -0.01141964178532362, -0.007421052549034357, 0.022743262350559235, 0.023401692509651184, 0.02673499286174774, 0.02128922939300537, -0.006858643610030413, 0.02864169515669346, 0.02071310393512249, 0.017187761142849922, -0.018340013921260834, 0.013264616951346397, -0.004262647125869989, 0.006508852820843458, 0.0033538767602294683, 0.007434769533574581, 0.009218016639351845, 0.0385730117559433, 0.029492167755961418, 0.0019804334733635187, 0.0024382479023188353, -0.02148127183318138, 0.01595320552587509, -0.004314086865633726, -0.008710477501153946, -0.012928543612360954, -0.0003549348039086908, 0.009320897050201893, -0.009355190210044384, -0.01588461920619011, -0.01743467152118683, -0.022660959511995316, 0.004739322699606419, 0.005706391762942076, -0.018655510619282722, 0.014581476338207722, -0.016858546063303947, -0.016858546063303947, 0.01688598096370697, 0.018998442217707634, 0.018463468179106712, 0.01769530028104782, -0.018230274319648743, 0.02886117249727249, -0.0011719707399606705, 0.01147451065480709, 0.02098744921386242, -0.023895515128970146, -0.010555452667176723, 0.01573372818529606, 0.02098744921386242, 0.014924408867955208, 0.01854577288031578, 0.006834638305008411, 0.020109543576836586, 0.0063511040061712265, 0.02241404727101326, -0.0044786944054067135, -0.0017643860774114728, -0.007558225188404322, -0.010390845127403736, -0.020644517615437508, 0.020589647814631462, -0.006498564966022968, 0.019300222396850586, -0.00402945326641202, -0.03602159768342972, 0.013394931331276894, 0.004969087429344654, 0.0009953606640920043, -0.03212588652968407, -0.00782571267336607, 0.004684453830122948, -0.001239699893631041, -0.005219427868723869, 0.00395057862624526, -0.0063065229915082455, 0.023909231647849083, 0.009746132418513298, 0.006762622855603695, 0.021152056753635406, 0.018998442217707634, 0.01526734046638012, -0.020150694996118546, -0.00954723171889782, -0.02171446569263935, -0.011282469145953655, -0.0024691116996109486, -0.012962836772203445, -0.01673508994281292, 0.01335377898067236, -0.021001167595386505, 0.005610370542854071, 0.012338699772953987, -0.0033401595428586006, 0.014718648977577686, 0.01310000941157341, 0.009519797749817371, -0.01023995503783226, -0.04400505870580673, 0.009375765919685364, 0.020466193556785583, -0.006361391860991716, 0.003991730511188507, -0.04436170682311058, -0.0034121752250939608, 0.005137124098837376, 0.011124719865620136, -0.017475824803113937, -0.0008011753088794649, -0.0039300029166042805, 0.015171320177614689, 0.0056069414131343365, -0.008381262421607971, 0.014499172568321228, -0.022043680772185326, 0.005017098039388657, -0.0195882860571146, -0.003290434367954731, 0.0027125936467200518, -0.022743262350559235, -0.0009859299752861261, 0.008902519941329956, -0.004910788964480162, -0.013806450180709362, -0.014101371169090271, -0.0017849620198830962, -0.03648798540234566, 0.035610079765319824, 0.0012782796984538436, 0.0014317418681457639, -0.016049226745963097, -0.0032887195702642202, 0.01170770451426506, -0.022057397291064262, -0.011714563705027103, 0.024677399545907974, 0.014005349949002266, 0.0004903930239379406, -0.013456658460199833, -0.00666660163551569, 0.02847708761692047, 0.050644226372241974, 0.03473217040300369, -0.015816032886505127, 0.01456775888800621, -0.003919715061783791, -0.0035939293447881937, -0.022043680772185326, -0.030424943193793297, 0.016090378165245056, 0.015185036696493626, 0.02179677039384842, -0.016584200784564018, 0.007078120484948158, -0.010137075558304787, 0.02128922939300537, 0.009211158379912376, -0.0002038303209701553, -0.029272690415382385, -0.012626763433218002, -0.024759704247117043, 0.020809125155210495, -0.014073937200009823, 0.014581476338207722, 0.00853901170194149, -3.365021984791383e-05, -0.005874428432434797, 0.02399153634905815, 0.025719914585351944, -0.017558127641677856, -0.014608911238610744, -0.013065716251730919, 0.005617229267954826, 0.00605618255212903, -0.0072221518494188786, -0.009259168989956379, 0.011769432574510574, 0.014444303698837757, -0.021769335493445396, 9.082344331545755e-05, 0.0008234659326262772, 0.0074484869837760925, 0.016680222004652023, 0.017366085201501846, -0.016940850764513016, 0.0034996229223906994, -0.0013194315833970904, 0.016392158344388008, 0.026831014081835747, -0.024211011826992035, -0.026337191462516785, 0.0019615720957517624, 0.01592577062547207, -0.030123163014650345, 0.005401181988418102, 0.02032901905477047, -0.0008003179682418704, -0.009142572060227394, 0.008943671360611916, -0.02696818672120571, -0.0058469935320317745, -0.01286681555211544, -0.02275697886943817, 0.00827152468264103, -0.008621315471827984, -0.02543185092508793, 0.01886126957833767, -0.015596555545926094, -0.014499172568321228, -0.03733845800161362, 0.01696828380227089, -0.0035664946772158146, -0.0042214952409267426, -0.021357815712690353, -0.009128854610025883, 0.01149508636444807, 0.005997884087264538, 0.011104144155979156, -0.0033933138474822044, 0.0036865209694951773, -0.005901862867176533, 0.002184478100389242, -0.035994160920381546, -0.009437493979930878, -0.02743457444012165, 0.028888607397675514, -0.01805195026099682, -0.008648749440908432, -0.01973917707800865, -0.00881335698068142, 0.011159013025462627, 0.009163147769868374, -0.012043777853250504, -0.006766051985323429, 0.004464976955205202, 0.012722783721983433, 0.022715827450156212, 0.009163147769868374, 0.01684482954442501, 0.015198754146695137, -0.016172681003808975, -0.004852490499615669, -0.030123163014650345, -0.016748808324337006, -0.04702286049723625, 0.01688598096370697, 0.007592518348246813, 0.002968078013509512, 0.01288739126175642, 0.02275697886943817, -0.024293316528201103, 0.0267761442810297, -0.011975191533565521, 0.005538354627788067, -0.0049313646741211414, 0.0036350812297314405, 0.0077571258880198, 0.0077502671629190445, 0.015939487144351006, -0.006111051421612501, -0.02422473020851612, -0.026954470202326775, -0.026981905102729797, 0.031741801649332047, 0.0028857742436230183, 0.006940947379916906, 0.024197295308113098, 0.025088919326663017, -0.009677546098828316, -0.06606245785951614, 0.015308492816984653, -0.019423678517341614, 0.02364860288798809, -0.0019272788194939494, -0.014924408867955208, 0.005836705677211285, -0.01045257318764925, -0.023621167987585068, 0.0118448780849576, -0.006429978646337986, 0.007798277772963047, -0.0316869355738163, 0.003923144191503525, 0.004269505850970745, -0.0009687833953648806, 0.034649867564439774, -0.03209845349192619, -0.017914777621626854, 0.011838018894195557, -0.0034258924424648285, 0.015377079136669636, 0.009842153638601303, 0.013161737471818924, -0.030342640355229378, -0.012853098101913929, -0.01626870222389698, -0.023936666548252106, 0.011344196274876595, 0.0021776193752884865, 0.0280930045992136, 0.019135616719722748, 0.03275688365101814, -0.016954567283391953, 0.0051336949691176414, 0.03473217040300369, 0.0012405571760609746, 0.001189117319881916, 0.011762574315071106, -0.007475921418517828, -0.023401692509651184, 0.006570580415427685, -0.008854509331285954, -0.015569121576845646, 0.015445665456354618, 0.01427969615906477, 0.0005894146743230522, 0.01785990782082081, -0.01408765371888876, 0.01004791259765625, -0.03706410899758339, -0.04115186259150505, -0.03547290340065956, 0.01939624361693859, -0.013051998801529408, -0.011172730475664139, -0.032976359128952026, -0.003926573321223259, 0.020274151116609573, 0.00077631272142753, 0.004423825070261955, -0.0011179589200764894, 0.028202742338180542, -0.0017275208374485373, -0.015171320177614689, 0.008497859351336956, 0.019190484657883644, -0.010624038986861706, -0.028202742338180542, -0.045239612460136414, -0.014951842837035656, 0.02477342076599598, 0.0067489054054021835, 0.037777408957481384, -0.0018947003409266472, -0.000686293060425669, -0.024197295308113098, 0.017750170081853867, -0.006622020620852709, -0.00037379609420895576, 0.011543096974492073, -0.026309756562113762, 0.013196030631661415, -0.01669393852353096, -0.0011393921449780464, 0.006364821456372738, -0.009807860478758812, 0.005737255327403545, -0.02283928357064724, 0.03838096931576729, -0.02875143475830555, -0.019876349717378616, 0.0077571258880198, 0.015610272996127605, 0.018710380420088768, 0.01641959324479103, 0.013086291961371899, 0.023278236389160156, 0.006128198001533747, 0.0008804783574305475, 0.015431948006153107, 0.030671855434775352, -0.013209748081862926, 0.007393618114292622, 0.011405924335122108, -0.01116587221622467, -0.010267389938235283, 0.0037928300444036722, 0.008888802491128445, -0.03478704020380974, -0.04757155105471611, 0.01595320552587509, 0.009204300120472908, 0.002568562049418688, -0.024992898106575012, -0.014115088619291782, -0.0322904959321022, -0.0038957095239311457, 0.0024399624671787024, 0.024951744824647903, 0.01565142534673214, -0.00286005437374115, -0.008854509331285954, 0.023950383067131042, -0.0022393472027033567, -0.002558274194598198, -0.008086340501904488, -0.005792124662548304, 0.006241365801542997, 0.011625400744378567, -0.0034653297625482082, -0.0006575724692083895, 0.0033778820652514696, 0.025747347623109818, -0.0019512841245159507, -0.012709066271781921, 0.019121898338198662, -0.020493626594543457, 0.025171222165226936, 4.68584694317542e-05, -0.01975289359688759, 0.030205465853214264, -0.012667914852499962, -0.017805039882659912, -0.006495135370641947, -0.011364772915840149, -0.0010605177376419306, -0.02562389336526394, -0.005850423127412796, 0.00723586929962039, 0.007818853482604027, 0.010877808555960655, 0.01839488185942173, 0.03700924292206764, -0.016872262582182884, 0.011522521264851093, 0.0006867217016406357, -0.033333007246255875, -3.190876668668352e-05, -0.00453013414517045, 0.034018874168395996, -0.04238641634583473, 0.012331841513514519, 0.00321670388802886, -0.01584346778690815, 0.011152154766023159, 0.010836657136678696, -0.016172681003808975, 0.008196079172194004, 0.023676037788391113, -0.007064403034746647, 0.00877220556139946, 0.003696809057146311, 0.011488228105008602, -0.0228804349899292, 0.00440667849034071, -0.019121898338198662, -0.012537600472569466, 0.016789959743618965, -0.01850462146103382, -0.01843603327870369, -0.030013425275683403, -0.020301586017012596, 0.021769335493445396, 0.011591107584536076, 0.0015226189279928803, 0.027023056522011757, -0.020809125155210495, -0.0018158259335905313, 0.006474559661000967, -0.009108278900384903, 0.006409402471035719, -0.003587070619687438, 0.021467555314302444, 0.01603550836443901, -0.007798277772963047, -0.0019444255158305168, -0.0228804349899292, 0.019080746918916702, -0.012962836772203445, -0.05212569236755371, -0.00667688949033618, 0.0021741900127381086, -0.003070957725867629, -0.008799639530479908, -0.015610272996127605, -0.006851784884929657, 0.0021124621853232384, -0.013264616951346397, 0.020932581275701523, 0.030150597915053368, 0.0018158259335905313, 0.0038922803942114115, -0.015445665456354618, 0.002902920823544264, 0.005366888828575611, -0.017132891342043877, -0.026762427762150764, -0.005706391762942076, -0.0099724680185318, -0.018490903079509735, -0.007839430123567581, 0.010397703386843204, 0.055280666798353195, 0.002047305228188634, -0.014361999928951263, -0.022304309532046318, -0.01956085115671158, -0.03223562613129616, -0.017338650301098824, -0.023278236389160156, 0.025335829704999924, 0.016817394644021988, 0.023950383067131042, 0.0029183528386056423, 0.017297498881816864, 0.016954567283391953, 0.0031978425104171038, -0.02979394793510437, 0.0030640990007668734, 0.002451965119689703, -0.021316664293408394, 0.005123406648635864, -0.0014025926357135177, -0.046967990696430206, -0.005654951557517052, 0.012613045983016491, -0.01172828022390604, -0.008888802491128445, 0.0181205365806818, -6.628235860262066e-05, -0.012770794332027435, -0.006916942074894905, -0.0063956850208342075, 0.022304309532046318, 0.000931918213609606, 0.008360686711966991, -0.054814279079437256, 0.010548594407737255, 0.006364821456372738, -0.010233096778392792, -0.019876349717378616, -0.013456658460199833, 0.015912054106593132, 0.0035973587073385715, -0.004194060806185007, 0.001626355922780931, -0.016488179564476013, 0.00641283206641674, -0.014608911238610744, 0.03053468093276024, 0.019313940778374672, 0.010630897246301174, 0.02218085341155529, 0.0029372142162173986, 0.00737990066409111, -0.016474461182951927, 0.012263255193829536, 0.01336749643087387, -0.0053737470880150795, 0.04060317203402519, -0.045075006783008575, 0.012338699772953987, 0.005970449186861515, 0.004735893569886684, -0.019766611978411674, -0.017009437084197998, 0.015898335725069046, -0.031083373352885246, -0.03423834964632988, 0.03357991948723793, 0.014211109839379787, -0.017997080460190773, 0.007496497593820095, -0.016488179564476013, 0.00225992314517498, 0.015980640426278114, -0.020548496395349503, -0.006063040811568499, -0.021206926554441452, 0.006584297865629196, -0.0025754207745194435, 0.006618591025471687, 0.01618639938533306, 0.00175581278745085, 0.015102732926607132, -0.01565142534673214, 0.01703687012195587, 0.1922615021467209, -0.009142572060227394, 0.0035699240397661924, 0.025953108444809914, 0.036268506199121475, 0.007791419047862291, 0.026254888623952866, 0.004108327440917492, -0.004958799574524164, -0.01650189608335495, 0.008518435060977936, -0.0028309051413089037, -0.0009953606640920043, 0.00021476128313224763, 0.013381213881075382, -0.011200165376067162, -0.0316869355738163, -0.022935304790735245, -0.00882707443088293, 0.01234555896371603, -0.013484093360602856, -0.017475824803113937, -0.009348331019282341, -0.016954567283391953, 0.021165775135159492, 0.004835343919694424, -0.016213834285736084, -0.0070506855845451355, 0.012318124063313007, 0.012578752823174, -0.018298860639333725, -0.01023995503783226, 0.003693379694595933, 0.00033907420584000647, -0.005819559097290039, -0.013593832030892372, 0.009087703190743923, -0.006625449750572443, -0.0029852245934307575, 0.0043278043158352375, 0.030013425275683403, 0.019300222396850586, 0.014115088619291782, -0.02318221516907215, -0.008484141901135445, 0.018696662038564682, 0.0032801462803035975, 0.003281861077994108, -0.030287770554423332, 0.009142572060227394, -0.0404934324324131, 0.012757076881825924, 0.03322327136993408, 0.009615818038582802, -0.026254888623952866, -0.00534288352355361, -0.020767973735928535, 0.0005221142782829702, 0.007263303734362125, -0.005850423127412796, -0.015623990446329117, -0.01928650587797165, -0.019108181819319725, 0.0330037921667099, -0.03179667145013809, 0.026364626362919807, 0.009766708128154278, 0.010562310926616192, 0.020932581275701523, -0.009046550840139389, -0.011810583993792534, 0.013731004670262337, -0.039780132472515106, 0.009266027249395847, -0.03772253915667534, -0.03980756923556328, 0.02001352235674858, 0.01924535445868969, 0.0004861063789576292, 0.0294098649173975, 0.004187202081084251, -0.011049275286495686, -0.001172828022390604, -0.019505983218550682, -0.011556814424693584, -0.03956065699458122, 0.026831014081835747, -0.013477235101163387, -0.016817394644021988, 0.017942212522029877, -0.030699288472533226, 0.00021090329391881824, -0.00607675826177001, 0.0029132089111953974, 0.00790115725249052, 0.02886117249727249, 0.03714641556143761, 0.007270162459462881, 0.005888145416975021, -0.04587060958147049, -0.021398968994617462, 0.09300320595502853, 0.0031686932779848576, 0.0008174646063707769, -0.0017360941274091601, 0.006772910710424185, 0.0033727381378412247, 0.02469111792743206, -1.2839863302360754e-05, -0.024595096707344055, -0.005438904277980328, -0.021206926554441452, 0.0020232999231666327, 0.01916304975748062, 0.013230323791503906, 0.020452475175261497, 0.0007613094639964402, 0.007537649478763342, 0.01236613467335701, -0.015870900824666023, 0.011234458535909653, -0.010555452667176723, 0.008840791881084442, 0.020274151116609573, -0.01735236868262291, -0.03818892687559128, -0.001005648635327816, 0.004430683795362711, -0.04331919178366661, -0.023744624108076096, 0.006604874040931463, -0.050068099051713943, 0.011618542484939098, 0.017571846023201942, -0.005826417822390795, -0.007352466229349375, -0.0034550416748970747, -0.00514055322855711, -0.007722832728177309, 0.018874987959861755, 0.011597966775298119, 0.007832570932805538, 0.004759898874908686, -0.008765346370637417, 0.007565083913505077, -0.015171320177614689, 0.006004742346704006, 0.008436131291091442, 0.0024399624671787024, -0.006896366365253925, -0.012228962033987045, -0.0030143738258630037, -0.008422414772212505, 0.01646074466407299, 0.029547037556767464, 0.017709018662571907, -0.018600640818476677, -0.02160472795367241, 0.022043680772185326, -0.0010605177376419306, -0.05421071872115135, 0.017763886600732803, 0.005702962167561054, -0.005123406648635864, -0.011035557836294174, -0.010562310926616192, -0.173935204744339, -0.01000676117837429, 0.00786686409264803, -0.04334662854671478, 0.017132891342043877, -0.010137075558304787, 0.035225994884967804, 0.000820465269498527, -0.03396400436758995, 0.007393618114292622, 0.03497908264398575, -0.006237936206161976, 0.0005619801231659949, -0.015610272996127605, -0.010768070816993713, -0.005068537779152393, -0.024320749565958977, 0.0065019940957427025, 0.02836734987795353, -0.003981442656368017, 0.03621364012360573, -0.022619806230068207, 0.012715925462543964, -0.00025677046505734324, 0.004694741684943438, -0.005788695067167282, -0.021632162854075432, 0.027064207941293716, -0.009752991609275341, -0.0385730117559433, -0.0011882600374519825, 0.005082254763692617, 0.03212588652968407, 0.002820617286488414, -0.0129079669713974, 0.008298958651721478, 0.01314116083085537, -0.004873066209256649, -0.04041112959384918, 0.006714612245559692, 0.02728368528187275, 0.03621364012360573, 0.011062991805374622, -0.009156289510428905, -0.03426578268408775, -0.012256396003067493, 0.008758488111197948, -0.03481447696685791, 0.006639167200773954, -0.00977356731891632, 0.026638971641659737, -0.016556765884160995, 0.01187917124480009, -0.0027588894590735435, 0.0027691773138940334, 0.009142572060227394, 0.004818197339773178, -0.018696662038564682, 0.0022444911301136017, -0.003628222504630685, -0.0055452133528888226, -0.015075298957526684, 0.020960014313459396, -0.007914874702692032, -0.004211207386106253, -0.023826928809285164, -0.004759898874908686, -0.003741390071809292, -0.028422219678759575, 0.016282420605421066, -0.025678761303424835, -0.003779112594202161, -0.014361999928951263, -0.017366085201501846, 0.03423834964632988, 0.02875143475830555, -0.01314116083085537, 0.006193355191498995, -0.0008761917124502361, 0.013196030631661415, 0.01835373044013977, 0.002527410164475441, -0.01615896448493004, -0.01580231450498104, -0.008010895922780037, -0.0038614163640886545, 0.004622725769877434, 0.033717092126607895, -0.007997178472578526, -0.02164587937295437, 0.02828504703938961, -0.02179677039384842, 0.013017705641686916, 0.00877220556139946, 0.021110905334353447, 0.008216654881834984, 0.020960014313459396, -0.009464927949011326, 0.013003988191485405, -0.02075425535440445, 0.017955929040908813, 0.0042523592710494995, -0.016858546063303947, -0.002601140644401312, 0.03308609873056412, -0.005613799672573805, 0.010054771788418293, 0.013724146410822868, 0.03193384408950806, -0.0009199155610986054, -0.01654304936528206, -0.011433359235525131, 0.024992898106575012, 0.005504061467945576, -0.01051430031657219, 0.012715925462543964, -0.020315302535891533, -0.020877711474895477, 0.010370269417762756, -0.008785923011600971, 0.06008172035217285, -0.023593734949827194, -0.02454022690653801, 0.011323620565235615, -0.00908084399998188, -0.03975269943475723, -0.1201634407043457, -0.03550034016370773, 0.029300125315785408, 0.022002529352903366, -0.005658381152898073, 0.022125983610749245, -0.011303044855594635, 0.032866619527339935, -0.01805195026099682, 0.04348380118608475, 0.012084930203855038, -0.024238446727395058, 0.022853000089526176, -0.012036919593811035, 0.005411469843238592, -0.005984166637063026, 0.03094620071351528, -0.023045042529702187, -0.015829749405384064, 0.04822998121380806, 0.01503414660692215, -0.000814035243820399, 0.01611781306564808, -0.01522618904709816, -0.01758556254208088, -0.015555404126644135, -0.0322904959321022, 0.012571893632411957, -0.016049226745963097, 0.013998491689562798, 0.016639068722724915, -0.0035322015173733234, -0.0018895562971010804, -0.019382527098059654, -0.012194668874144554, 0.011275609955191612, 0.007359324488788843, -0.0176678653806448, 0.017050588503479958, -0.005798983387649059, 0.004770186729729176, 0.0018449751660227776, 0.017420955002307892, 0.0034173191525042057, -0.029464732855558395, -0.015212471596896648, -0.02388179674744606, 0.023854361847043037, 0.010095923207700253, -0.008998540230095387, -0.029931120574474335, -0.006632308475673199, -0.027544312179088593, 0.0007137276115827262, 0.012256396003067493, 0.011906605213880539, 0.02311362884938717, 0.016666503623127937, 0.0012199812335893512, -0.007098696194589138, -0.018916139379143715, -0.016872262582182884, -0.0043723853304982185, -0.002184478100389242, -0.008785923011600971, 0.007914874702692032, -0.010178226977586746, -0.012276972644031048, 0.017023153603076935, -0.012084930203855038, 1.7628857676754706e-05, 0.008161786012351513, 0.0002308362309122458, 0.02079540677368641, -0.024828290566802025, -0.006172779481858015, 0.011124719865620136, -0.00475304014980793, 0.021069753915071487, -0.002633719239383936, -0.02585708722472191, -0.006680319085717201, 0.02071310393512249, -0.026145149022340775, 0.00303323520347476, 0.00860073883086443, 0.0030949630308896303, -0.019176768139004707, 0.012496449053287506, -0.018532054498791695, 0.0020627370104193687, 0.030589550733566284, -0.015788597986102104, -0.018367446959018707, 0.0036762331146746874, 0.004588432610034943, -0.01588461920619011, -0.024211011826992035, 0.008504718542098999, 0.013305768370628357, -0.014595193788409233, -0.007619953248649836, -0.04628212749958038, 0.024279598146677017, 0.007558225188404322, -0.010644614696502686, -0.004266076255589724, 0.020850276574492455, 0.02477342076599598, 0.001428312505595386, -0.023593734949827194, 0.011426500044763088, -0.01854577288031578, 0.004938223399221897, -0.0330037921667099, -0.029656775295734406, -0.01769530028104782, -0.02283928357064724, 0.0011359628988429904, 0.003254426410421729, 0.006450554355978966, 0.015980640426278114, -0.0022050540428608656, -0.009622677229344845, 0.006364821456372738, 0.023017607629299164, 0.024992898106575012, 0.015322210267186165, -0.036734893918037415, 0.022345460951328278, -0.023868080228567123, -0.019259070977568626, 0.02847708761692047, -0.0028806303162127733, -0.004722176119685173, 0.00042180658783763647, -0.010390845127403736, 0.006817491725087166, 0.00526400888338685, 0.012791370041668415, 0.026145149022340775, 0.0425235889852047, -0.015143885277211666, -0.03160462900996208, 0.01362126599997282, -0.037201281636953354, 0.015774879604578018, -0.02755803056061268, -0.009855871088802814, -0.004060316830873489, 0.02124807797372341, 0.012743360362946987, 0.026721276342868805, 0.0020627370104193687, -0.026309756562113762, -0.02670755796134472, -0.008881943300366402, -0.0010536591289564967, 0.007366183213889599, -0.0024588238447904587, 0.01603550836443901, -0.019300222396850586, 0.03942348435521126, 0.008449848741292953, 0.006529428996145725, 0.010925819166004658, 0.016940850764513016, 0.0008003179682418704, -0.02705049142241478, -0.016858546063303947, 0.024046404287219048, -0.00725644500926137, 0.001021937932819128, -0.012091788463294506, 0.021206926554441452, 0.02689960040152073, 0.008353828452527523, -0.022386612370610237, 0.008724194951355457, 0.024334467947483063, -0.026831014081835747, 0.003081245580688119, 0.025911955162882805, -0.0013185743009671569, -0.014608911238610744, -0.006237936206161976, 0.013148020021617413, 0.0006575724692083895, -0.022290591150522232, 0.0025857086293399334, -0.014348282478749752, 0.0007900299970060587, 0.017914777621626854, -0.0019375667907297611, -0.014691215008497238, 0.008189220912754536, 0.012064354494214058, 0.031165676191449165, -0.024142425507307053, 0.00556578952819109, 0.02360745146870613, 0.016515614464879036, 0.0010785217164084315, -0.004060316830873489, -0.013463517650961876, 0.002316506812348962, -0.01920420303940773, 0.018833834677934647, -0.04625469446182251, -0.038545578718185425, 0.03204358369112015, 0.03840840607881546, 0.016789959743618965, 0.01901216059923172, -0.007770843338221312, -0.001498613622970879, -0.009903881698846817, 0.006680319085717201, -0.0034190339501947165, -0.019190484657883644, -0.01935509219765663, 0.029931120574474335, 0.016817394644021988, 0.016872262582182884, 0.03525342792272568, -0.009183723479509354, 0.04208463802933693, -0.01522618904709816, 0.06430664658546448, -0.013847601599991322, 0.00716728251427412, 0.02507520094513893, -0.0009507794748060405, 0.005634375847876072, 0.009554090909659863, -0.004036311991512775, 0.0129079669713974, -0.040712907910346985, -0.022619806230068207, 0.011721421964466572, 0.020383888855576515, 0.0711652860045433, 0.029437297955155373, -0.0014077365631237626, -0.002091886242851615, -0.006841497030109167, -0.01375843957066536, 0.003038379130885005, 0.016104094684123993, 0.0008217512513510883, -0.026529233902692795, 0.02063080109655857, -0.015143885277211666, 0.01526734046638012, -0.02681729756295681, 0.008045189082622528, -0.022551219910383224, 0.011405924335122108, 0.016748808324337006, 0.00807948224246502, 0.0012379852123558521, 0.04812024533748627, -0.015706293284893036, 0.048092808574438095, 0.011906605213880539, -0.01595320552587509, -0.010205661877989769, 0.040795210748910904, -0.006131627596914768, -0.014039644040167332, -0.021879073232412338, 0.0051474119536578655, 0.026021694764494896, -0.049217626452445984, -0.02388179674744606, -0.015006712637841702, -0.014540324918925762, -0.0049210768193006516, -0.018888704478740692, 0.011392206884920597, -0.007811995223164558, -0.0013100008945912123, -0.0036419397220015526, 0.004557568579912186, -0.009855871088802814, -0.0027623188216239214, -0.007215293124318123, -0.026405777782201767, -0.006587727461010218, -0.005150841549038887], 'text': '2 GPT-4 Observed Safety Challenges\\nGPT-4 demonstrates increased performance in areas such as reasoning, knowledge retention, and\\ncoding, compared to earlier models such as GPT-2[ 22] and GPT-3.[ 10] Many of these improvements\\nalso present new safety challenges, which we highlight in this section.\\nWe conducted a range of qualitative and quantitative evaluations of GPT-4. These evaluations\\nhelped us gain an understanding of GPT-4’s capabilities, limitations, and risks; prioritize our\\nmitigation eﬀorts; and iteratively test and build safer versions of the model. Some of the speciﬁc\\nrisks we explored are:6\\n•Hallucinations\\n•Harmful content\\n•Harms of representation, allocation, and quality of service\\n•Disinformation and inﬂuence operations\\n•Proliferation of conventional and unconventional weapons\\n•Privacy\\n•Cybersecurity\\n•Potential for risky emergent behaviors\\n•Interactions with other systems\\n•Economic impacts\\n•Acceleration\\n•Overreliance', 'SimilarityScore': 0.8297811051676229}), 0.8297811051676229)\n",
      "(Document(page_content='GPT-4 Technical Report\\nOpenAI∗\\nAbstract\\nWe report the development of GPT-4, a large-scale, multimodal model which can\\naccept image and text inputs and produce text outputs. While less capable than\\nhumans in many real-world scenarios, GPT-4 exhibits human-level performance\\non various professional and academic benchmarks, including passing a simulated\\nbar exam with a score around the top 10% of test takers. GPT-4 is a Transformer-\\nbased model pre-trained to predict the next token in a document. The post-training\\nalignment process results in improved performance on measures of factuality and\\nadherence to desired behavior. A core component of this project was developing\\ninfrastructure and optimization methods that behave predictably across a wide\\nrange of scales. This allowed us to accurately predict some aspects of GPT-4’s\\nperformance based on models trained with no more than 1/1,000th the compute of\\nGPT-4.\\n1 Introduction', metadata={'id': '89def1ae-3e87-4a7b-8e00-3d5a340b83ae', 'embedding': [-0.007440360262989998, -0.016012800857424736, -0.015371742658317089, -0.010420596227049828, 0.025601385161280632, 0.012255111709237099, -0.01030466053634882, 0.014921639114618301, -0.016231033951044083, -0.01673569530248642, 0.031043555587530136, 0.037372294813394547, -0.03641752898693085, -0.01844063587486744, -0.0032530263997614384, 0.02834293060004711, 0.022627970203757286, -0.006424215622246265, -0.001998190302401781, -0.01643562503159046, 0.0033928314223885536, -0.00016473987489007413, -0.028670279309153557, -0.014471534639596939, -0.00011455068306531757, 0.002762003568932414, 0.027483640238642693, -0.037590526044368744, -0.0028267912566661835, -0.0037338195834308863, 0.01684481091797352, -0.005680861417204142, -0.0324893444776535, -0.0021345855202525854, -0.0017279571620747447, -0.010481974110007286, -0.0002007567381951958, -0.005595614667981863, 0.016612939536571503, -0.007269866298884153, 0.0028711196500808, 0.01304620411247015, 0.022764364257454872, -0.004381697159260511, -0.009397631511092186, 0.0026034440379589796, 0.020568402484059334, -0.040045641362667084, -0.009111201390624046, 0.01823604293167591, 0.021714121103286743, 0.030770765617489815, -0.004443074576556683, -0.0011968682520091534, -0.009281695820391178, -0.0032751907128840685, -0.01091843843460083, 0.027019895613193512, 0.009097562171518803, 0.00019191236060578376, -0.00019169924780726433, -0.025410432368516922, -0.01333263423293829, 0.03570827096700668, -0.009377172216773033, -0.007297145202755928, -0.04918412119150162, 0.03480806574225426, -0.004098676610738039, 0.000926635111682117, 0.021332215517759323, 0.013230337761342525, -0.0004607601440511644, -0.013298535719513893, 0.03268029913306236, -0.001023816759698093, -0.005772928241640329, -0.009629503823816776, -0.030170626938343048, 0.0024210154078900814, 0.024714816361665726, -0.007051633670926094, 0.016026441007852554, 0.029652323573827744, 0.00949992798268795, 0.001252278801985085, 0.01105483341962099, 0.003166074398905039, -0.022546133026480675, -0.007788167800754309, 0.01157313585281372, 0.005380792077630758, 0.02295531891286373, 0.03319859877228737, -0.006734514608979225, 0.007897283881902695, -0.00340306106954813, 0.036908552050590515, 0.0036724417004734278, -0.03554459661245346, -0.0012258521746844053, -0.0042828102596104145, -0.015426301397383213, -0.01597188226878643, -0.006315099541097879, 0.0072357673197984695, 0.012036879546940327, 0.010747944936156273, 0.014171465300023556, 0.017349474132061005, -0.017526788637042046, 0.03243478760123253, -0.005691091064363718, -0.013925953768193722, -0.020527483895421028, 0.0027091503143310547, 0.02459206059575081, -0.013428110629320145, -0.006642447784543037, 0.002199373207986355, 0.019613634794950485, -4.1344806959386915e-05, 0.01182546652853489, 0.0027227899990975857, 0.023978281766176224, 0.012296030297875404, -0.014144185930490494, -0.02005009911954403, 0.0013017220189794898, -0.004016839899122715, 0.018972577527165413, 0.014430616050958633, 0.011157129891216755, -0.004957966972142458, -0.03434431925415993, 0.020159216597676277, -0.02770187333226204, 0.007774528581649065, -0.039363663643598557, -0.01994098350405693, 0.019340844824910164, 0.028097419068217278, -0.022450655698776245, -0.0032240424770861864, -0.009765898808836937, 0.009459009394049644, 0.0211685411632061, 0.013530407100915909, 0.007310784421861172, 0.009718160144984722, 0.01261655893176794, -0.009349893778562546, -0.023978281766176224, 0.0222324226051569, 0.014116906560957432, 0.0002813151804730296, 0.005527416709810495, 0.016503823921084404, -0.02665162831544876, -0.02287348173558712, -0.009227138012647629, 0.017131241038441658, 0.002131175482645631, 0.004453304223716259, 0.013203058391809464, 0.029734160751104355, 0.02277800440788269, 0.019354483112692833, -0.004886359442025423, -0.015835486352443695, -0.021250378340482712, 0.026406116783618927, -0.05153011903166771, 0.009738619439303875, -0.0009445369942113757, 0.013012105599045753, 0.00963632296770811, -0.02097758650779724, -0.0024039659183472395, -0.007378982380032539, 0.007706330623477697, 0.02607876993715763, 0.0008524702279828489, 0.01078204344958067, -0.008183714002370834, -0.03508085384964943, 0.01957271620631218, -0.00013927232066635042, -0.004763603676110506, -0.0274154432117939, 0.028752116486430168, 0.0117231709882617, -0.003522407030686736, -0.015017115511000156, -0.6149788498878479, -0.020759355276823044, -0.01157995592802763, -0.02249157428741455, 0.02457842230796814, 0.002790987491607666, 0.0006905008922331035, 0.006212803069502115, -0.017076684162020683, 0.013394012115895748, -0.008770213462412357, -0.01852247305214405, -0.021141260862350464, -0.005217117723077536, 0.0054830885492265224, -0.03731773793697357, -0.0173085555434227, -0.016381068155169487, 0.010147805325686932, 0.012677936814725399, -0.018686147406697273, 0.012527902610599995, -0.007365342695266008, -0.001481593237258494, -0.021345853805541992, -0.004613569006323814, -0.00874293502420187, -0.01939540170133114, -0.005660402122884989, 0.0076995110139250755, -0.03358050808310509, 0.015589975751936436, 0.009322614409029484, 0.0012019829591736197, 0.040427546948194504, -0.008020039647817612, -0.034644391387701035, 0.016012800857424736, -0.006158244796097279, 0.02636519819498062, -0.01852247305214405, -0.023869166150689125, 0.0031814188696444035, 0.0056297131814062595, -0.011668612249195576, 0.029543207958340645, 0.013257617130875587, -0.0056058443151414394, -0.007508557755500078, -0.011259426362812519, -0.03224383294582367, 0.007774528581649065, 0.02371913194656372, 0.0023408832494169474, 0.003108106553554535, 0.01285525131970644, 0.04190061613917351, 0.0167220551520586, 0.0037883776240050793, -0.024987606331706047, 0.002731314627453685, 0.01185956597328186, -0.008108696900308132, -0.03120722994208336, -0.021673202514648438, 0.008592899888753891, 0.007338063791394234, 0.011395822279155254, -0.0007403703639283776, -0.045501451939344406, 0.002144815167412162, 0.024973968043923378, 0.010563811287283897, -0.008013220503926277, 0.0034132907167077065, 0.010502433404326439, 0.023773688822984695, -0.02022741362452507, 0.021427690982818604, 0.02024105377495289, 0.027483640238642693, -0.022737085819244385, 0.002279505366459489, 0.004726095125079155, 0.00765859242528677, 0.016762973740696907, -0.010413776151835918, 0.011975501663982868, 0.019218089058995247, 0.003897493937984109, 0.017431311309337616, 0.01775866001844406, -0.029243137687444687, -0.03576283156871796, 0.014717046171426773, 0.009684061631560326, -0.02787918597459793, -0.0021379953250288963, 0.0010357513092458248, -0.00949992798268795, -0.012125536799430847, -0.022450655698776245, 0.042009733617305756, 0.03404425084590912, 0.040700338780879974, 0.02365093305706978, -0.018304239958524704, 0.0019351074006408453, -0.00340306106954813, -0.01512623205780983, -0.01635378785431385, -0.001277852919884026, -0.019231727346777916, -0.013380372896790504, 0.020841192454099655, -0.022136947140097618, 0.008449684828519821, -0.0061343759298324585, -0.020541122183203697, -0.010461514815688133, 0.024182874709367752, -0.0016256606904789805, 0.007938202470541, 0.003774738172069192, 0.010897979140281677, 0.012602919712662697, 0.008626998402178288, -0.03221655637025833, -0.001570250140503049, 0.00802685972303152, -0.006809532176703215, -0.01665385812520981, 0.05739511549472809, -0.0061070965602993965, 0.02059568092226982, 0.02249157428741455, 0.047601938247680664, 0.006997075397521257, 0.010250101797282696, 0.0005685976357199252, -0.022928038612008095, 0.018386077135801315, -0.003399651264771819, 0.014048709534108639, -0.02731996588408947, -0.009738619439303875, -0.007460819557309151, 0.0009939803276211023, 0.006795892491936684, -0.017840497195720673, -0.0076995110139250755, 0.005162559449672699, -0.005813846830278635, 0.010536531917750835, 0.001232671900652349, -0.038436178117990494, -0.012930268421769142, -0.047220028936862946, -0.005524007137864828, -0.025083083659410477, 0.003877034643664956, 0.010393316857516766, -0.0017884825356304646, 0.0010391612304374576, 0.0011363427620381117, -0.013966872356832027, -0.006860680412501097, 0.04056394472718239, -0.04061850160360336, -0.032271113246679306, 0.0029018085915595293, -0.04634710028767586, 0.0069902557879686356, 0.00817007478326559, -0.0292158592492342, 0.0071130115538835526, 0.005878634750843048, -0.008238271810114384, 0.008415586315095425, -0.029461370781064034, -0.012664297595620155, 0.029815997928380966, -0.013769099488854408, -0.020868470892310143, 0.013994150795042515, 0.029843278229236603, 0.041464149951934814, 0.021032145246863365, -0.013059844262897968, 0.0018600900657474995, 0.0016120212385430932, 0.015044394880533218, -0.023951003327965736, 0.035871945321559906, -0.0013307060580700636, 0.023023515939712524, 0.011477659456431866, 0.0009487993665970862, 0.013741820119321346, 0.040427546948194504, 0.006298049818724394, 0.019627274945378304, 0.006267360877245665, -0.020159216597676277, -0.002550591016188264, -0.008981626480817795, 0.009895474649965763, -0.019231727346777916, 0.0006973206182010472, 0.003111516358330846, 0.008190534077584743, -0.011654973030090332, -0.024810293689370155, -0.005513777490705252, 0.010045508854091167, 0.014962557703256607, -0.008770213462412357, 0.013203058391809464, -0.01635378785431385, -0.023214468732476234, 0.005486498586833477, 0.004272580612450838, 0.0034439796581864357, 0.0033161090686917305, -0.015508138574659824, 0.03213471919298172, -0.014580650255084038, 0.008838411420583725, 0.023187190294265747, -0.020445646718144417, 0.007863185368478298, 0.01702212542295456, 0.016749335452914238, 0.011464019306004047, 0.02269616723060608, -0.00546262925490737, 0.019995542243123055, -0.002306784503161907, 0.03194376453757286, -0.010877519845962524, -0.011361722834408283, 0.0055205971002578735, -0.004125955980271101, -0.03750868886709213, 0.022764364257454872, -0.011920943856239319, 0.023555457592010498, -0.007440360262989998, -0.029925115406513214, -0.010366037487983704, -0.005762698594480753, 0.01332581415772438, -0.025219479575753212, 0.00029154482763260603, 0.016476543620228767, -0.006550381425768137, -0.006250311620533466, -0.001981140812858939, -0.009595404379069805, 0.0259832926094532, 0.010897979140281677, 0.016203753650188446, 0.01627195253968239, -0.005476268939673901, 0.013966872356832027, -0.02126401662826538, 0.0016572021413594484, -0.023282667621970177, -0.01015462540090084, -0.004095267038792372, -0.013346273452043533, -0.005813846830278635, 0.011873205192387104, -0.04222796484827995, 0.020827552303671837, 0.022164225578308105, 0.009118021465837955, 0.02040472812950611, 0.015071673318743706, 0.015726370736956596, -0.015617254190146923, -0.047792889177799225, 0.020254692062735558, 0.01777229830622673, -0.002690396038815379, -0.0022437016014009714, -0.04162782430648804, 0.0085997199639678, -0.005909323692321777, -0.010516072623431683, -0.013107581995427608, 0.009895474649965763, -0.00439874641597271, 0.008572440594434738, -0.0008916838560253382, 0.015999160706996918, 0.02967960387468338, -0.016694776713848114, -0.006887959316372871, -0.0002951678179670125, 0.01882254332304001, 0.008633818477392197, -0.011416281573474407, -0.012384687550365925, 0.01994098350405693, -0.022532492876052856, -0.029188580811023712, -0.003074007574468851, -0.007910924032330513, -0.03101627714931965, 0.025451350957155228, -0.0032445017714053392, 0.0043612378649413586, -0.010134166106581688, -0.0020118297543376684, 0.020350169390439987, -0.01853611320257187, -0.001953861676156521, 0.02298259735107422, 0.014757964760065079, 0.012684756889939308, -0.005762698594480753, -0.014116906560957432, 0.02618788555264473, 0.05717688426375389, 0.0466744489967823, -0.015194429084658623, -0.004797702189534903, -0.019259007647633553, 0.01063200831413269, -0.022900760173797607, -0.026215163990855217, -0.004221432376652956, 0.025178560987114906, 0.009718160144984722, -0.023814607411623, -0.009486288763582706, -0.0010604729177430272, 0.03169825300574303, 0.006298049818724394, -0.010113706812262535, -0.01627195253968239, -0.008449684828519821, -0.02676074579358101, -0.008401946164667606, -0.01684481091797352, 0.005595614667981863, 0.007378982380032539, 0.009465829469263554, -0.022818922996520996, 0.016872091218829155, 0.031916484236717224, -0.027279047295451164, -0.030116068199276924, -0.012746134772896767, -0.008265551179647446, -0.003445684676989913, 0.0037951974663883448, 0.0014219203731045127, -0.0048249815590679646, 0.008777033537626266, -0.017635904252529144, 0.012241472490131855, 0.01786777563393116, 0.0067583839409053326, 0.008592899888753891, -0.002182323718443513, -0.017349474132061005, 0.001904418459162116, 0.0017151701031252742, 0.0005801059887744486, 0.020472925156354904, -0.0044055660255253315, -0.029543207958340645, -0.0054251207038760185, 0.005977521184831858, -0.04026387259364128, -0.0008089942275546491, 0.019900064915418625, 0.021100342273712158, 0.0073448834009468555, 8.51404620334506e-05, -0.01834515854716301, -0.015371742658317089, -0.022246062755584717, -0.03685399144887924, -0.0011960157426074147, -0.013796377927064896, -0.007297145202755928, 0.0031848286744207144, -0.00963632296770811, -0.018099647015333176, -0.02534223534166813, 0.008947527036070824, -0.00936353299766779, -0.017731381580233574, -0.03944550082087517, -0.014812522567808628, 0.007644952740520239, 0.006686776410788298, 0.010747944936156273, -0.0077131506986916065, 0.015617254190146923, -0.006976616103202105, -0.005639942828565836, -0.022655248641967773, 0.002530131721869111, -0.030034231022000313, 0.019804587587714195, -0.00524439662694931, -0.012793873436748981, -0.022914400324225426, -0.006959566846489906, 0.00958858523517847, -0.0070925522595644, -0.00602866942062974, -0.0053023649379611015, -0.009029364213347435, 0.013168959878385067, 0.00864745769649744, 0.018099647015333176, -0.006502642761915922, 0.012316489592194557, -0.027006257325410843, -0.02504216507077217, -0.029052184894680977, -0.003339978400617838, -0.04501042887568474, 0.00822463259100914, 0.010509252548217773, 0.022832563146948814, 0.016312871128320694, 0.008572440594434738, -0.03505357727408409, 0.0180450901389122, -0.011689071543514729, -0.007767708506435156, -0.01512623205780983, -0.0009470944060012698, -0.004047528840601444, 0.0033791919704526663, 0.01844063587486744, -0.017417671158909798, -0.0292158592492342, -0.00808141753077507, -0.02230062149465084, 0.03879080340266228, 0.018167845904827118, -0.0005916143418289721, 0.029843278229236603, -0.0005204330664128065, -0.0005651877727359533, -0.048583984375, 0.00907710287719965, -0.0007812889525666833, 0.01426694169640541, -0.007815446704626083, -0.008415586315095425, -0.015385382808744907, -0.017076684162020683, -0.0015370037872344255, -0.009056643582880497, -0.018481554463505745, -0.010052328929305077, -0.026869861409068108, -0.005527416709810495, -0.01220055390149355, 0.008374667726457119, 0.011409461498260498, -0.025587746873497963, -0.011927763000130653, 0.014212383888661861, 0.012330129742622375, 0.01614919677376747, 0.010004590265452862, 0.012698396109044552, -0.009465829469263554, -0.018767984583973885, -0.014867080375552177, -0.032189276069402695, 0.009036184288561344, 0.0027500689029693604, 0.027961023151874542, 0.019886424764990807, 0.027865545824170113, -0.006642447784543037, 0.0029563666321337223, 0.04563784599304199, -0.0010042099747806787, 0.004531731829047203, -0.0045931097120046616, -0.01346902921795845, -0.03208015859127045, -0.003145615104585886, -0.013455389998853207, 0.0003631523286458105, 0.021332215517759323, 0.000726304657291621, -0.009227138012647629, 0.006703825667500496, -0.00802685972303152, 0.011982321739196777, -0.013107581995427608, -0.029434092342853546, -0.02391008473932743, 0.024619340896606445, -0.021291296929121017, -0.0049340976402163506, -0.030934439972043037, -0.01775866001844406, 0.03148002177476883, 0.006448084954172373, 0.014226023107767105, 0.014989836141467094, 0.04405566304922104, -0.01643562503159046, -0.01869978755712509, 0.007078912574797869, 0.026897139847278595, -0.0016827762592583895, 0.0050704930908977985, -0.0504935160279274, 0.006608349271118641, 0.029897835105657578, 0.001049390877597034, 0.02459206059575081, -0.016121916472911835, -0.0004187760059721768, 0.0024892131332308054, 0.00907028280198574, 0.007419900968670845, 0.008729294873774052, -0.002511377213522792, -0.010625189170241356, -0.009002085775136948, -0.01347584929317236, -0.0034951278939843178, -0.015399022027850151, -0.016490183770656586, 0.027715511620044708, -0.008551981300115585, 0.03829978406429291, -0.02088211104273796, -0.036253854632377625, 0.0146079296246171, 0.022573411464691162, 0.03543548285961151, 0.015399022027850151, 0.006509462837129831, 0.030388858169317245, 0.02883395366370678, 0.0012676232727244496, 0.016899369657039642, 0.005350103136152029, -0.007147110532969236, 0.01432149950414896, 0.011689071543514729, 0.007256226614117622, -0.0259832926094532, 0.017322195693850517, 0.0221233069896698, -0.026392478495836258, -0.05092998221516609, 0.026160607114434242, 0.016599299386143684, 0.018113287165760994, -0.016572020947933197, -0.0034013562835752964, -0.03742685168981552, 0.005796797573566437, 0.0026187885086983442, 0.009043004363775253, 0.0027381344698369503, -0.00873611494898796, -0.007754069287329912, 0.01586276665329933, 0.008006400428712368, -0.003917952999472618, 0.00030965980840846896, -0.00524439662694931, 0.02365093305706978, 0.008961167186498642, -0.01040695607662201, 0.006478773895651102, -0.0078086270950734615, 0.027865545824170113, -0.003576965071260929, 0.011273066513240337, 0.00949992798268795, -0.015958242118358612, 0.01395323220640421, -0.0028489555697888136, -0.0022573410533368587, 0.030743485316634178, -0.03944550082087517, -0.02571050263941288, -0.0034081758931279182, -0.008020039647817612, 0.002867709845304489, -0.024905769154429436, -0.0008831591694615781, 0.005568335298448801, -0.012507443316280842, 0.019627274945378304, 0.01824968308210373, 0.011313985101878643, -0.01700848527252674, 0.013373552821576595, -0.009158940054476261, -0.025096723809838295, -0.010679746977984905, -0.004235072061419487, 0.014075987972319126, -0.05136644467711449, -0.004371467512100935, 0.005558105651289225, -0.015371742658317089, 0.006877729669213295, -0.0006427625776268542, -0.017431311309337616, 0.007058453280478716, 0.04149143025279045, -0.016421986743807793, -0.014935278333723545, 0.014089628122746944, -0.004057758487761021, -0.020172854885458946, 0.0171994399279356, -0.0077131506986916065, 0.004074807744473219, 0.03428976237773895, -0.022737085819244385, -0.01664021797478199, 4.3875577830476686e-05, -0.0203228909522295, 0.006533331703394651, 0.005101182032376528, 0.006915238685905933, -0.01413054671138525, -0.007058453280478716, 0.003883854253217578, -0.006110506597906351, 0.004306679591536522, -0.014089628122746944, 0.0074676391668617725, 0.005295544862747192, 0.024933049455285072, -0.018004171550273895, 0.0047738333232700825, 0.0002124782040482387, 0.008333749137818813, -0.013093942776322365, -0.060068462044000626, -0.013162139803171158, -0.006714055314660072, 0.008981626480817795, 0.0022437016014009714, -0.004794292617589235, -0.014089628122746944, 0.007140290457755327, -0.02088211104273796, 0.008340568281710148, 0.017158521339297295, 0.00446694390848279, -0.0019709111656993628, 0.0006299755186773837, -0.002175504108890891, 0.0042998599819839, -0.033416833728551865, -0.028479324653744698, -0.015412661246955395, 0.009888654574751854, -0.009472649544477463, -0.02872483618557453, -0.01778593845665455, 0.05046623572707176, 0.0078086270950734615, -0.019927343353629112, -0.019436320289969444, -0.02099122665822506, -0.042691707611083984, -0.014594290405511856, -0.030361579731106758, 0.02636519819498062, 0.0044328453950583935, 0.03338955342769623, 0.0006005652830936015, 0.03311676159501076, 0.010291020385921001, 0.009752259589731693, -0.00685045076534152, 0.006714055314660072, -0.006621988490223885, 0.0032376819290220737, -0.014853441156446934, -0.0050704930908977985, -0.018454276025295258, -0.007474458776414394, 0.004975016228854656, -0.018590670078992844, -0.002608558861538768, 0.03025246411561966, 0.011989140883088112, -0.006318509113043547, 0.004657897166907787, 0.025110362097620964, 0.003128565615043044, 0.010045508854091167, 0.012752954848110676, -0.04479219391942024, -0.0021857337560504675, 0.00987501535564661, -0.0180450901389122, -0.013087122701108456, -0.0141851045191288, 0.006482183467596769, 0.015330824069678783, 0.00500911520794034, 0.006567430682480335, -0.01497619692236185, -0.0002487081801518798, -0.0035462761297822, 0.03458983078598976, -0.00645149452611804, -0.0026716417632997036, 0.012268751859664917, -0.005213707685470581, -0.01086388062685728, -0.014457895420491695, 0.02193235419690609, -0.010386496782302856, 0.008142795413732529, 0.032571181654930115, -0.04370103403925896, -0.004098676610738039, 0.00047226849710568786, 0.003921363037079573, -0.02695169858634472, -0.01664021797478199, 0.010475154034793377, -0.007781348191201687, -0.022750725969672203, 0.03641752898693085, 0.029461370781064034, -0.010536531917750835, 0.0032376819290220737, -0.007399441674351692, 0.01721307821571827, -0.008899789303541183, -0.013578145764768124, -0.0045283217914402485, -0.021004866808652878, -0.0016887434758245945, 0.02288712002336979, -0.011273066513240337, -0.011968681588768959, 0.01739039272069931, 0.028615720570087433, -0.032189276069402695, 0.01700848527252674, 0.20568402111530304, -0.032380230724811554, 0.005333053879439831, 0.021018505096435547, 0.023214468732476234, -0.007835905998945236, 0.01413054671138525, 0.01318941917270422, -0.004289630334824324, -0.012152815237641335, 0.003195058321580291, -0.002613673685118556, -0.004289630334824324, -0.004906818736344576, 0.014526092447340488, -0.021523168310523033, -0.030307020992040634, -0.03718134015798569, -0.005837716162204742, 0.006533331703394651, 0.0050568534061312675, -0.011873205192387104, -0.009561305865645409, -0.011845925822854042, 0.016599299386143684, 0.0014534617075696588, -0.010932078585028648, -0.007037993986159563, 0.02024105377495289, 0.01729491539299488, -0.02459206059575081, 0.0008797492482699454, 0.013509947806596756, 0.011539037339389324, -0.015371742658317089, -0.006386707071214914, 0.014389697462320328, 0.006918648257851601, 0.00571837043389678, 0.012084618210792542, 0.03374418243765831, 0.00831328984349966, 0.019722750410437584, -0.036335691809654236, 0.005749059375375509, 0.022559771314263344, -0.010822962038218975, -0.001524216728284955, -0.003002400044351816, 0.0023255387786775827, -0.02078663371503353, 0.0171994399279356, 0.02760639600455761, 0.021236738190054893, -0.022518852725625038, 0.007317604497075081, -0.019122611731290817, 0.014389697462320328, 0.007324424106627703, 0.006127555854618549, -0.023296305909752846, -0.01234376896172762, -0.016967566683888435, 0.03865440934896469, -0.016108278185129166, 0.021223098039627075, -0.011320804245769978, -0.0106388283893466, 0.016026441007852554, -0.005551286041736603, -0.01568545214831829, 0.0019709111656993628, -0.02326902747154236, -0.010079608298838139, -0.05324869975447655, -0.04367375373840332, 0.03423520550131798, 0.027456361800432205, 0.023978281766176224, 0.04100040718913078, 0.001798712182790041, -0.026719827204942703, 0.014676127582788467, -0.024605700746178627, -0.024714816361665726, -0.04124591872096062, -0.0023204239550977945, -0.006809532176703215, -0.011041194200515747, -0.020091017708182335, -0.007065273355692625, -0.008995265699923038, -0.0005084985168650746, 0.01072748564183712, 0.0003663490933831781, 0.008436045609414577, 0.005991160869598389, -0.0016120212385430932, 0.009383992291986942, -0.02967960387468338, -0.01483980193734169, 0.06885231286287308, 0.004262350965291262, 0.006311689503490925, 0.002550591016188264, 0.009254416450858116, -0.010243282653391361, 0.011252607218921185, -0.0027176751755177975, -0.0204320065677166, 0.0012377867242321372, -0.02153680846095085, 0.012486984021961689, 0.014171465300023556, 0.0035189969930797815, 0.022914400324225426, -0.0026989206671714783, 0.00522052776068449, 0.020636599510908127, -0.013005285523831844, -0.00921349786221981, -0.020281972363591194, -0.009029364213347435, 0.009145300835371017, -0.015221708454191685, -0.04631982371211052, -0.01213917601853609, 0.009479468688368797, -0.030934439972043037, 0.02062295936048031, 0.01597188226878643, -0.0423370823264122, 0.001209655194543302, 0.009206678718328476, -0.010543351992964745, -0.0031609595753252506, -0.01395323220640421, 0.0094453701749444, -0.016899369657039642, 0.017458589747548103, 0.009595404379069805, 0.024619340896606445, -0.013284895569086075, -0.010331938974559307, 0.011048014275729656, -0.02314627170562744, 0.01749950833618641, 0.006734514608979225, -0.004599929321557283, -0.017608625814318657, -0.024742096662521362, -0.009738619439303875, 0.014798883348703384, 0.02013193629682064, 0.029352255165576935, 0.0056433528661727905, -0.019218089058995247, -0.012541541829705238, 0.03172553330659866, -0.00808141753077507, -0.047629214823246, 0.00936353299766779, 0.01796325296163559, -0.008047319017350674, -0.017826857045292854, 0.0010766698978841305, -0.17305827140808105, -0.015712730586528778, 0.0016546447295695543, -0.035299088805913925, 0.021223098039627075, -0.0018975987331941724, 0.023964643478393555, 0.004057758487761021, -0.010263741947710514, 0.009950032457709312, 0.013114402070641518, -0.008626998402178288, -0.007263046223670244, 0.002284620190039277, -0.0060559483245015144, 0.006905009038746357, -0.010031869634985924, -0.00958858523517847, -0.004351008217781782, 0.004275990650057793, 0.03565371409058571, -0.03210743889212608, 0.0171994399279356, -0.0047226850874722, -0.0076858713291585445, -0.0038702148012816906, -0.01356450654566288, 0.045037705451250076, 0.006969796493649483, -0.0372631773352623, -0.007522197440266609, -0.007644952740520239, 0.030688928440213203, -0.008858870714902878, 0.004293039906769991, -0.013482669368386269, 0.028151975944638252, -0.009561305865645409, -0.03434431925415993, 0.01214599609375, 0.03156185895204544, 0.01882254332304001, 0.018836181610822678, -0.017922334372997284, -0.03186192736029625, -0.018208764493465424, 0.023882806301116943, -0.02022741362452507, 0.008824772201478481, -0.021304935216903687, 0.028206534683704376, -0.010509252548217773, 0.008558801375329494, -0.0013110991567373276, 0.009227138012647629, 0.004003200214356184, 0.010079608298838139, 0.007310784421861172, -0.0005749911651946604, -0.0040645780973136425, -0.008156435564160347, -0.010857060551643372, 0.010400136932730675, 0.019231727346777916, -0.01807236857712269, -0.021509528160095215, -0.022477934136986732, 0.013646343722939491, -0.023282667621970177, 0.014307860285043716, -0.015521777793765068, -0.0014594290405511856, -0.01441697683185339, -0.010761584155261517, 0.025642303749918938, 0.021113982424139977, -0.024442026391625404, 0.022477934136986732, 0.020582040771842003, -0.008476964198052883, -0.014512453228235245, 0.020650237798690796, -0.007140290457755327, 0.0028233814518898726, -0.004524911753833294, -0.008381486870348454, 0.011593595147132874, 0.016858451068401337, -0.009950032457709312, -0.0063662477768957615, 0.022668888792395592, -0.01483980193734169, -0.010250101797282696, 0.010291020385921001, 0.015467219986021519, 0.012514262460172176, 0.019436320289969444, -0.01634014956653118, 0.03194376453757286, -0.019136251881718636, 0.008674737066030502, 0.016694776713848114, -0.002419310389086604, -0.011607234366238117, 0.04397382587194443, 0.02618788555264473, -0.01794961281120777, 0.013503128662705421, 0.04075489565730095, 0.006253721658140421, -0.02711537294089794, -0.02185051701962948, 0.0010110297007486224, 0.02298259735107422, 0.0003407749754842371, 0.023569095879793167, -0.020854830741882324, -0.029652323573827744, 0.022464295849204063, -0.0025574106257408857, 0.03846345469355583, -0.009404451586306095, -0.03243478760123253, 0.023882806301116943, -0.00851106271147728, -0.028806673362851143, -0.11129850894212723, -0.012077798135578632, 0.023473620414733887, 0.033034924417734146, -0.004559010732918978, 0.015303545631468296, -0.0029819407500326633, 0.038217946887016296, -0.021141260862350464, 0.03639024868607521, -0.004337368533015251, -0.01994098350405693, 0.030225183814764023, -0.010038689710199833, 0.012609739787876606, -0.009138480760157108, 0.0171994399279356, -0.02333722449839115, -0.0055342367850244045, 0.037590526044368744, 0.004804522264748812, 0.003123450791463256, 0.030034231022000313, -0.02041836641728878, -0.01020918320864439, -0.010052328929305077, -0.03769964352250099, 0.024251073598861694, 0.003655392210930586, 0.009997771121561527, 0.017172159627079964, -0.0370449461042881, 0.015562696382403374, -0.02751091867685318, 0.02646067552268505, 0.02240973711013794, -0.011920943856239319, -0.03243478760123253, 0.019531797617673874, -0.0150307547301054, -0.010291020385921001, -0.01149129867553711, 0.019231727346777916, -0.017704101279377937, -0.005309184547513723, -0.017335833981633186, -0.010202364064753056, 0.023896444588899612, 0.003208698006346822, -0.023814607411623, -0.029379533603787422, 0.01531718485057354, -0.03221655637025833, 0.03063436970114708, 0.01920444890856743, 0.010086427442729473, 0.012309670448303223, 0.009649963118135929, 0.01995462365448475, 0.00035931621096096933, -0.024155596271157265, -0.010229642502963543, 0.003914543427526951, 0.021591365337371826, 0.0031149261631071568, 0.014444255270063877, -0.005650172475725412, -0.014935278333723545, 0.015930963680148125, -0.01441697683185339, 0.007747249212116003, 0.015767289325594902, 0.0003220206417609006, 0.007324424106627703, -0.0141851045191288, -0.01947723887860775, -0.008667916990816593, -0.012377867475152016, 0.007563116028904915, 0.013946413062512875, -0.027920104563236237, -0.03205288201570511, 0.018208764493465424, -0.012575640343129635, -0.019981902092695236, -0.0009189628763124347, 0.008981626480817795, -0.012793873436748981, 0.0167220551520586, -0.03268029913306236, 0.0070925522595644, 0.05215753987431526, -0.011777728796005249, -0.005145510192960501, -0.004340778570622206, -0.012111896649003029, -0.014457895420491695, 0.002236881759017706, -0.014689766801893711, 0.010318299755454063, -0.014062348753213882, -0.0012735904892906547, -0.07392621785402298, 0.02760639600455761, 0.020950308069586754, -0.02345998026430607, 0.01044105552136898, 0.008981626480817795, 0.014785243198275566, 0.0004692848597187549, -0.018972577527165413, -0.0053739724680781364, -0.024428386241197586, -0.002359637524932623, -0.0203228909522295, -0.014403336681425571, -0.0015318889636546373, -0.013721360825002193, 0.005595614667981863, -0.007433540187776089, 0.006659497506916523, -0.0012931972742080688, -0.0014415271580219269, 0.00017976465460378677, 0.025956014171242714, 0.011143490672111511, -0.011893664486706257, -0.004214612767100334, -0.04691996052861214, 0.028943069279193878, -0.00963632296770811, -0.01361224427819252, 0.005728600081056356, -0.013646343722939491, -0.02153680846095085, 0.014485173858702183, -0.005067083053290844, 0.01006596814841032, 0.0047022257931530476, 0.023814607411623, 0.003863394958898425, 0.0360901802778244, -0.013523587957024574, -0.03944550082087517, 0.005684271454811096, -0.022068748250603676, 0.014717046171426773, 0.003314404282718897, 0.00864745769649744, -0.02807013876736164, 0.02174140140414238, 0.020472925156354904, 0.024987606331706047, 0.01384411659091711, -0.017444951459765434, -0.028752116486430168, -0.0074539994820952415, -0.017799578607082367, 0.0229689572006464, 0.010536531917750835, 0.006506052799522877, -0.0022351769730448723, 0.04198245331645012, -0.0075903949327766895, 0.006417396012693644, 0.006437855307012796, -0.010952537879347801, 0.0022709807381033897, -0.01778593845665455, -0.005793387535959482, 0.011511757969856262, -0.005336463451385498, 0.006652677431702614, -0.015508138574659824, 0.019531797617673874, 0.02561502531170845, 0.020963948220014572, -0.007617673836648464, -0.005087542347609997, 0.010325118899345398, -0.017622264102101326, 0.037481412291526794, 0.019968261942267418, -0.0033808969892561436, -0.007269866298884153, -0.005489908158779144, 0.01681753247976303, -0.003326338715851307, 0.0012821152340620756, 0.01389185432344675, -0.028397487476468086, -2.7465524908620864e-05, 0.012589280493557453, 0.0041736941784620285, -0.004630618263036013, 0.023596376180648804, 0.004828391131013632, -0.0008916838560253382, -0.004490813240408897, 0.001849860418587923, 0.03393513336777687, 0.01361224427819252, 0.008531522005796432, -0.01526262704282999, -0.006103686988353729, -0.002124355873093009, -0.03308948501944542, 0.013312174938619137, -0.045501451939344406, -0.03731773793697357, 0.010904799215495586, 0.01681753247976303, 0.01749950833618641, 0.01318941917270422, 0.008374667726457119, 0.007010715082287788, -0.024237433448433876, 0.03287125006318092, -0.0011423100950196385, -0.022082388401031494, -0.0413823127746582, 0.022177865728735924, 0.029461370781064034, 0.01234376896172762, 0.0567404180765152, -0.012637018226087093, 0.02648795396089554, 0.00765859242528677, 0.031343623995780945, -0.016967566683888435, 0.030088789761066437, 0.02062295936048031, -0.014253302477300167, -0.007883644662797451, 0.0028830543160438538, -0.01842699572443962, -0.009043004363775253, -0.011443560011684895, -0.02135949395596981, 0.015821848064661026, 0.023391783237457275, 0.08963894844055176, 0.01739039272069931, -0.0019606815185397863, 0.008572440594434738, -0.003188238712027669, -0.012521082535386086, 0.004385106731206179, 0.02742908149957657, -0.005800207611173391, 0.006253721658140421, 0.009568125940859318, -0.0036758515052497387, -0.003542866325005889, -0.017035765573382378, 0.013946413062512875, -0.008981626480817795, 0.005316004157066345, -0.006724284961819649, -0.00874293502420187, -0.004630618263036013, 0.03958189859986305, -0.012943907640874386, 0.02685622125864029, 0.020200135186314583, -0.021400412544608116, -0.007972301915287971, 0.029925115406513214, 0.009602224454283714, -0.006980026140809059, -0.028506604954600334, 0.02940681204199791, 0.0019265826558694243, -0.043619196861982346, -0.022164225578308105, -0.007508557755500078, -0.0032155176158994436, -0.006188933737576008, -0.027292687445878983, 0.010106886737048626, -0.0016188409645110369, 0.014171465300023556, 0.007419900968670845, -0.0039691012352705, -0.0023204239550977945, -0.0018737295176833868, -0.0061343759298324585, -0.008163254708051682, -0.018304239958524704, -0.02231425978243351], 'text': 'GPT-4 Technical Report\\nOpenAI∗\\nAbstract\\nWe report the development of GPT-4, a large-scale, multimodal model which can\\naccept image and text inputs and produce text outputs. While less capable than\\nhumans in many real-world scenarios, GPT-4 exhibits human-level performance\\non various professional and academic benchmarks, including passing a simulated\\nbar exam with a score around the top 10% of test takers. GPT-4 is a Transformer-\\nbased model pre-trained to predict the next token in a document. The post-training\\nalignment process results in improved performance on measures of factuality and\\nadherence to desired behavior. A core component of this project was developing\\ninfrastructure and optimization methods that behave predictably across a wide\\nrange of scales. This allowed us to accurately predict some aspects of GPT-4’s\\nperformance based on models trained with no more than 1/1,000th the compute of\\nGPT-4.\\n1 Introduction', 'SimilarityScore': 0.8287368247866265}), 0.8287368247866265)\n",
      "(Document(page_content='plan to refine these methods and register performance predictions across various capabilities before\\nlarge model training begins, and we hope this becomes a common goal in the field.\\n4 Capabilities\\nWe tested GPT-4 on a diverse set of benchmarks, including simulating exams that were originally\\ndesigned for humans.4We did no specific training for these exams. A minority of the problems in the\\nexams were seen by the model during training; for each exam we run a variant with these questions\\nremoved and report the lower score of the two. We believe the results to be representative. For further\\ndetails on contamination (methodology and per-exam statistics), see Appendix C.\\nExams were sourced from publicly-available materials. Exam questions included both multiple-\\nchoice and free-response questions; we designed separate prompts for each format, and images were\\nincluded in the input for questions which required it. The evaluation setup was designed based', metadata={'id': '4b369374-f24d-452c-a830-d9af481bc157', 'embedding': [-0.012286471202969551, -0.006482758093625307, 0.006040671374648809, -0.025973472744226456, -0.005934570450335741, 0.021644560620188713, 0.013184790499508381, -0.002574712270870805, -0.0237948689609766, -0.01914058066904545, 0.020838193595409393, 0.037319183349609375, -0.02171529456973076, -0.007844384759664536, 0.002850574441254139, 0.02864721231162548, 0.015151191502809525, -0.013708221726119518, -0.0005751546705141664, -0.019352782517671585, 0.008389035239815712, 0.007950485683977604, -0.032622452825307846, -0.016608309000730515, 0.002132625784724951, -0.0037241375539451838, 0.029566751793026924, -0.036045972257852554, 0.008466842584311962, 0.016438547521829605, 0.010617151856422424, -0.012229884043335915, -0.03287709504365921, -0.014330679550766945, -0.007893898524343967, -0.00890539214015007, -0.005895666778087616, -0.013177717104554176, 0.0314624197781086, -0.003886825405061245, 0.003653403604403138, 0.010702032595872879, 0.0025481872726231813, -0.005984084215015173, 0.014436780475080013, 0.010553491301834583, 0.015165338292717934, -0.008155613206326962, -0.01621219888329506, 0.006857647560536861, 0.023243146017193794, 0.018362509086728096, -0.006242262665182352, 0.008912465535104275, -0.0018302384996786714, 0.017372235655784607, -0.00907515361905098, 0.013531386852264404, 0.007278513628989458, -0.008693191222846508, -0.007794870994985104, 0.006033597979694605, -0.015335099771618843, 0.03151900693774223, -0.015094605274498463, -0.020272323861718178, -0.007462421897798777, 0.02462952956557274, 0.009867372922599316, -0.01019982248544693, 0.00740583473816514, 0.007596815936267376, 0.006924844346940517, -0.016084879636764526, 0.03644208237528801, -0.027147654443979263, -0.019678158685564995, -0.011388150975108147, -0.02397877722978592, 0.018857646733522415, 0.020852340385317802, -0.01222281064838171, -0.024954903870821, 0.021474799141287804, 0.006578248459845781, 0.009110520593822002, 0.02021573670208454, -0.007045092061161995, 0.006274092942476273, -0.009662244468927383, 0.025167105719447136, 0.016778070479631424, 0.02008841559290886, 0.02088063396513462, -0.010709105990827084, 0.014295312575995922, -0.011748893186450005, 0.035225458443164825, -0.009747125208377838, -0.02948187105357647, -0.017598584294319153, 0.012491598725318909, -0.028236955404281616, -0.010051281191408634, -0.016792217269539833, 0.007073385640978813, -0.0014217505231499672, -0.022111402824521065, -0.0008023871923796833, 0.004102563485503197, -0.0060265245847404, 0.026963746175169945, -0.014344826340675354, -0.015419980511069298, -0.013644561171531677, -0.004541113507002592, -0.0034854107070714235, -0.011338637210428715, 0.00981078576296568, 0.004282935056835413, 0.021106982603669167, -0.006351900286972523, 0.04538284242153168, -0.003989389631897211, 0.00740583473816514, -0.0024845267180353403, -0.025351013988256454, -0.016933685168623924, -0.0010353667894378304, -0.0030397875234484673, -0.0030698494520038366, 0.009209548123180866, 0.015363393351435661, -0.008954905904829502, -0.025365160778164864, 0.01864544488489628, -0.01747126318514347, 0.0075614494271576405, -0.04051635414361954, -0.02982139401137829, 0.009633950889110565, 0.017527850344777107, -0.0003656056069303304, 0.004024756606668234, -0.0160424392670393, 0.031038016080856323, 0.027487175539135933, 0.02041379176080227, 0.015023871324956417, -0.006454464513808489, -0.005527850706130266, -0.02719009481370449, -0.02021573670208454, 0.01993280090391636, -0.0017170642968267202, -0.02818036824464798, 0.006033597979694605, 0.01957913115620613, -0.017909811809659004, -0.019847920164465904, 0.0014606540789827704, 0.007172413170337677, 0.012088416144251823, 0.007497788872569799, -0.006613615434616804, 0.013892129063606262, 0.026482755318284035, 0.01261891983449459, -0.003257294185459614, -0.013114056549966335, -0.021800175309181213, 0.015900971367955208, -0.048636600375175476, 0.020852340385317802, 0.001419982174411416, 0.004576480481773615, 0.016735630109906197, -0.0003050397499464452, -0.011812553741037846, -0.012350130826234818, 0.0127886813133955, 0.01875861920416355, 0.012965516187250614, -0.005152961239218712, -0.002604774199426174, -0.02365340106189251, 0.010015914216637611, 0.006139698904007673, -0.011317417025566101, -0.0020088416058570147, 0.017032712697982788, 0.004403182305395603, -0.01716003380715847, 0.00921662151813507, -0.6220052242279053, -0.0234836395829916, -0.006302386522293091, -0.025832004845142365, 0.011232536286115646, 0.011692306026816368, 0.008488062769174576, 0.004831122234463692, -0.021474799141287804, 0.047052159905433655, -0.01748540997505188, -0.014217505231499672, -0.005220158491283655, -0.03584791719913483, -0.008792218752205372, -0.029340403154492378, -0.004551723599433899, -0.01537754014134407, 0.007370467763394117, 0.010574711486697197, -0.01636781357228756, 0.011685232631862164, 0.0008390803704969585, -0.00449159974232316, -0.016580015420913696, 0.018051279708743095, -0.005064544267952442, -0.009945180267095566, 0.013559680432081223, 0.0025977008044719696, -0.007087532430887222, 0.03355614095926285, 0.01765516959130764, -0.002748010214418173, 0.04306277260184288, -0.005923960357904434, -0.03632890805602074, 0.013630414381623268, -0.008551723323762417, 0.042496901005506516, -0.0336410216987133, -0.008035366423428059, -0.003405835246667266, 0.03969584032893181, -0.005828469526022673, 0.03853580355644226, 0.0025835540145635605, 0.0018320068484172225, -0.013170643709599972, -0.01280282810330391, -0.004505746532231569, -0.005874446593225002, 0.014528733678162098, 0.01045446377247572, 0.016551721841096878, -0.00915296096354723, 0.021927494555711746, -0.003453580429777503, -0.012045975774526596, -0.01714588701725006, 0.008488062769174576, 0.009938106872141361, 0.005874446593225002, -0.0589071549475193, -0.029057467356324196, 0.03870556503534317, -0.012696727178990841, 0.015561448410153389, 0.0012864719610661268, -0.03448982909321785, 0.0016259945696219802, 0.0077170636504888535, -0.01304332260042429, -0.02090892754495144, 0.008763925172388554, 0.014528733678162098, 0.024403180927038193, -0.02351193316280842, 0.002196286339312792, 0.01875861920416355, 0.011798406951129436, -0.008374888449907303, 0.008042439818382263, -0.005241378676146269, 0.006663129199296236, -0.001750662922859192, -0.01061007846146822, 0.01134571060538292, -0.0038337749429047108, 0.01700441911816597, 0.020343057811260223, 0.01959327794611454, -0.015193631872534752, -0.042808130383491516, 0.0007625994039699435, 0.010475683957338333, -0.02153138630092144, -0.009435896761715412, 0.004993810318410397, -0.012088416144251823, -0.020965514704585075, -0.0079434122890234, 0.03372590243816376, 0.01622634567320347, 0.04775949940085411, 0.012746240943670273, 0.0020548184402287006, -0.002703801728785038, 0.0005322722718119621, -0.01084350049495697, 0.0016648981254547834, -0.0003770998737309128, -0.015448274090886116, 0.006953137926757336, 0.010093721561133862, -0.030698493123054504, 0.02362510748207569, -0.001715296064503491, -0.02993456833064556, -0.03126436471939087, 0.0110061876475811, -0.017259061336517334, 0.01498143095523119, -0.018008839339017868, 0.016961978748440742, 0.01327674463391304, 0.004969053436070681, -0.022748008370399475, 0.0035508396103978157, 0.014797522686421871, -0.016891244798898697, -0.023738281801342964, 0.03415030613541603, -0.016099026426672935, 0.020159149542450905, 0.029425283893942833, 0.010093721561133862, -0.014351899735629559, 0.009174181148409843, -0.006786913610994816, -0.017046859487891197, 0.004272324964404106, -0.005998231004923582, -0.0031158262863755226, -0.023540226742625237, 0.011946948245167732, -0.00907515361905098, 0.0019717062823474407, 0.006341290194541216, -0.003900972194969654, -0.000811228936072439, 0.0009593279100954533, 0.0059274970553815365, 0.0056834653951227665, -0.010263482108712196, -0.02024403028190136, -0.006090185139328241, -0.04263836890459061, -0.010235188528895378, -0.03536692634224892, 0.007299733813852072, 0.016792217269539833, 0.0019434127025306225, -0.0013801943277940154, 0.01407603733241558, -0.011204242706298828, -0.013715295121073723, 0.03400883823633194, -0.015519008040428162, -0.034065425395965576, 0.011904507875442505, -0.03980901464819908, 0.020965514704585075, 0.028095487505197525, -0.024827582761645317, -0.00429354514926672, -0.011784260161221027, 0.00412378367036581, 0.0034252870827913284, -0.026921305805444717, 0.00623872596770525, 0.009428823366761208, -0.014684348367154598, -0.012081342749297619, 0.03347126021981239, 0.03949778527021408, 0.022762155160307884, 0.012442084960639477, -0.01432360615581274, 0.018716178834438324, 0.011748893186450005, -0.002923076506704092, -0.01813616044819355, 0.025308573618531227, 0.0012166223023086786, 0.020145002752542496, 0.013460652902722359, -0.011494251899421215, 0.012951369397342205, 0.034546416252851486, 0.020767459645867348, 0.007045092061161995, 0.009414676576852798, -0.025068078190088272, 0.007197170052677393, -0.0018231651047244668, 0.010914234444499016, -0.014839963056147099, -0.01166401244699955, -0.0005875331116840243, -0.004919539671391249, -0.01909814029932022, -0.022083109244704247, -0.013545533642172813, -0.011140582151710987, 0.010249335318803787, 0.015038018114864826, 0.011218389496207237, -0.023285584524273872, -0.00835366826504469, 0.015971705317497253, 0.0007953137974254787, 0.01636781357228756, 0.0013545533875003457, -0.02008841559290886, 0.019480103626847267, -0.01077983994036913, 0.013340405188500881, 0.0333297923207283, -0.009336869232356548, -0.0047356318682432175, 0.015632182359695435, 0.01779663749039173, 0.018687885254621506, 0.034885939210653305, -0.002988505410030484, 0.025167105719447136, -0.007147656287997961, 0.039412904530763626, 0.010984967462718487, 0.016396107152104378, -0.0039045088924467564, -0.008785145357251167, -0.014726788736879826, 0.010334216058254242, -0.007264366839081049, 0.023257290944457054, -0.0001488726556999609, -0.028576478362083435, 0.01450044009834528, -0.0007015914306975901, 0.003366931574419141, -0.009492483921349049, 0.008162686601281166, 0.01914058066904545, -0.008834658190608025, 0.012031828984618187, 0.0026967283338308334, 0.005046860780566931, 0.021149422973394394, 0.015745356678962708, 0.008410255424678326, 0.004017683211714029, -0.003766577923670411, 0.022776301950216293, -0.02864721231162548, -0.01059593167155981, -0.01990450732409954, -0.03550839424133301, -0.016240492463111877, -0.018093720078468323, -0.023200705647468567, -0.0008514588116668165, -0.0234836395829916, -0.0034005302004516125, 0.015462420880794525, -0.0002816091582644731, -0.0030309457797557116, 0.02545004151761532, 0.010327142663300037, -0.0286755058914423, -0.029595045372843742, 0.0042015910148620605, 0.008679044432938099, -0.008714411407709122, -0.006896550767123699, -0.026638370007276535, 0.0018673738231882453, -0.004350132308900356, 0.0024650748819112778, -0.007837311364710331, 0.008205126971006393, -0.030981428921222687, 0.0055809011682868, -0.009379309602081776, 0.0237948689609766, 0.03284880146384239, 0.0035826698876917362, 0.003717064158990979, -0.007098142523318529, -0.0012926611816510558, 0.006723253056406975, -0.02317241206765175, -0.03199999779462814, 0.019225461408495903, -0.011076921597123146, -0.03307515010237694, -0.026312993839383125, 0.0020265248604118824, -0.0012988504022359848, 0.02717594802379608, 0.022889476269483566, 0.004834658931940794, -0.008459769189357758, 0.005308575928211212, 0.01990450732409954, -0.02202652208507061, 0.008473915979266167, 0.02669495716691017, 0.02880282700061798, -0.009725905023515224, -0.02931210957467556, -0.0027108751237392426, 0.01621219888329506, 0.04422280564904213, 0.03465959057211876, -0.003329796250909567, -0.0006030061049386859, -0.020526964217424393, -0.010871794074773788, -0.02574712410569191, -0.03463129699230194, 0.028944293037056923, 0.01012201514095068, 0.012003535404801369, -0.010022987611591816, -0.0007259062258526683, -0.008403182029724121, 0.01929619535803795, 0.012675506994128227, -0.009832005947828293, -0.01928204856812954, -0.003036250825971365, 0.01496728416532278, 0.01892838068306446, -0.02137577161192894, 0.006008841097354889, 0.02107868902385235, 0.01909814029932022, -0.009096373803913593, 0.019494250416755676, 0.01846153661608696, -0.012102562934160233, -0.02059769816696644, -0.039582666009664536, 0.010397876612842083, -0.020017681643366814, 0.014670201577246189, -0.01327674463391304, 0.005955790635198355, 0.00769584346562624, 0.005425286944955587, 0.027458883821964264, 0.006578248459845781, 0.016466841101646423, -0.006100795231759548, 0.01351016666740179, -0.005170644726604223, -0.004721485078334808, -0.014040670357644558, 0.01416799146682024, 0.0076038893312215805, 0.0024102560710161924, -0.036838192492723465, 0.010037134401500225, -0.002864721231162548, -0.04125198349356651, -0.004862952511757612, 0.026440314948558807, 0.0032855875324457884, 0.01912643387913704, -0.004056586418300867, -0.020979661494493484, -0.011494251899421215, -0.020668432116508484, -0.020003534853458405, -0.0023236072156578302, -0.0042900084517896175, -0.023059237748384476, 0.009987620636820793, -0.036045972257852554, -0.016565868631005287, -0.03678160533308983, 0.009902739897370338, -0.01914058066904545, 0.00016202473489101976, -0.049457110464572906, 0.0034022985491901636, 0.015066311694681644, 0.009938106872141361, 0.015320952981710434, -0.004367815796285868, 0.00725022004917264, 0.008756851777434349, -0.023568520322442055, -0.038960207253694534, 0.0020176833495497704, -0.02655348926782608, 0.02622811309993267, 0.002862952882423997, -0.025860298424959183, -0.020625991746783257, -0.01730150170624256, 0.007264366839081049, 0.0018443852895870805, -0.009598583914339542, -0.0025676388759166002, -0.009534923359751701, 0.014542880468070507, 0.014698495157063007, 0.011925728060305119, 0.012852341867983341, 0.01864544488489628, -0.03468788415193558, 0.001015914953313768, -0.021022101864218712, 0.004463306162506342, -0.03027409128844738, 0.0045977006666362286, 0.00437135249376297, 0.0027108751237392426, 0.00940052978694439, 0.007172413170337677, -0.03630061447620392, 0.03078337386250496, -0.018970821052789688, 0.013906275853514671, 0.0030557026620954275, 0.024162685498595238, 0.0074482751078903675, -0.0037842614110559225, 0.03352784737944603, 0.00938638299703598, -0.023596813902258873, -0.013538460247218609, -0.014118477702140808, 0.036215733736753464, -0.0026472145691514015, -0.02378072217106819, 0.03516887500882149, 0.007879751734435558, -0.0028682579286396503, -0.06750839203596115, 0.00224579987116158, -0.02284703589975834, 0.026595929637551308, -0.005541997496038675, -0.01343235932290554, -0.003519009333103895, -0.015207778662443161, -0.013566753827035427, -0.0079434122890234, -0.013142350129783154, 0.026426168158650398, -0.012010608799755573, 0.0014456232311204076, 0.016113173216581345, 0.015674622729420662, 0.01843324303627014, -0.030641905963420868, -0.016155613586306572, 0.0064509278163313866, 0.004760388284921646, 0.012852341867983341, 0.0008956674719229341, 0.01126790326088667, -0.029425283893942833, -0.0060795750468969345, -0.028251102194190025, -0.04181785508990288, 0.024007070809602737, 0.016240492463111877, 0.023922190070152283, 0.015108752064406872, 0.015787797048687935, -0.020187443122267723, -0.0065004415810108185, 0.019168874248862267, -0.0006710874731652439, -0.008763925172388554, -0.0009389919578097761, -0.01843324303627014, -0.00039168872172012925, -0.008877098560333252, -0.005743589252233505, -0.01638196036219597, 0.009471263736486435, -0.004827585536986589, 0.0006940759485587478, 0.03299026936292648, -0.0015198937617242336, 0.007759504020214081, -0.014054817147552967, -0.033782489597797394, -0.030415557324886322, 0.03584791719913483, 0.014528733678162098, 0.01652342826128006, -0.037630412727594376, -0.003798407968133688, 0.012611846439540386, 0.0009778955718502402, 0.01649513468146324, -0.002838196000084281, 0.02154553309082985, -0.013389918953180313, -0.009301502257585526, -0.0019221925176680088, 0.013701148331165314, 0.0014491599285975099, -0.020286470651626587, -0.05217329040169716, -0.005128204356878996, 0.013248451054096222, -0.02042793668806553, 0.033273205161094666, -0.0015278513310477138, 0.017089299857616425, -0.02767108380794525, 0.005365163087844849, -0.003605658421292901, 0.003932802472263575, 0.00032051277230493724, -0.019211314618587494, -0.001948717748746276, -0.015207778662443161, 0.015900971367955208, 0.025704683735966682, -0.036187440156936646, 0.014316532760858536, -0.012519892305135727, 0.024827582761645317, -0.04043147340416908, -0.012413791380822659, 0.018362509086728096, 0.004010609816759825, 0.03151900693774223, 0.004438549280166626, 0.021616267040371895, 0.01799469254910946, 0.009259061887860298, -0.003305039368569851, 0.023851456120610237, 0.009089300408959389, 0.0064120241440832615, 0.011402297765016556, 0.028576478362083435, -0.013312111608684063, -0.02349778637290001, -0.009980547241866589, 0.026525195688009262, -0.038648977875709534, -0.05019274353981018, 0.02170114777982235, -0.002760388655588031, 0.022719714790582657, -0.009556143544614315, -0.013870908878743649, -0.04326082766056061, 0.007126436103135347, -0.00808488018810749, 0.009513703174889088, 0.0036675503943115473, -0.018503976985812187, -0.0051989383064210415, 0.02638372778892517, 0.012781607918441296, 0.020767459645867348, -0.008360741659998894, -0.01827762834727764, 0.012972589582204819, 0.016466841101646423, -0.007119362708181143, 0.0059522539377212524, 0.0037559678312391043, 0.022479219362139702, -0.0007639256655238569, 0.013312111608684063, 0.02525198645889759, -0.009902739897370338, 0.006022987887263298, 0.007504862267524004, -0.002233421429991722, 0.03216975927352905, -0.018037132918834686, -0.015915118157863617, -0.0015022102743387222, -0.007809017784893513, 0.0019168874714523554, -0.03171706199645996, -0.008113172836601734, 0.007766577415168285, 0.0017807248514145613, 0.011763039976358414, 0.038167987018823624, 0.008622457273304462, -0.03788505494594574, 0.005106984172016382, -0.0066560558043420315, -0.01351016666740179, -0.01214500330388546, -0.02351193316280842, 0.00017860298976302147, -0.04195932298898697, -0.008679044432938099, 0.010645445436239243, -0.004063659813255072, 0.019480103626847267, 0.006320070009678602, -0.026963746175169945, 0.006022987887263298, 0.02528028003871441, -0.007412908133119345, -0.010249335318803787, 0.0023854991886764765, 0.008792218752205372, -0.03836604207754135, 0.02041379176080227, -0.023059237748384476, -0.004799291957169771, 0.021743588149547577, -0.027232535183429718, -0.025520775467157364, -0.01832006871700287, 0.003503094194456935, 0.007349247578531504, 0.009669317863881588, -0.004024756606668234, 0.009365162812173367, -0.002728558611124754, 0.008091953583061695, -0.0012298849178478122, -0.006627762224525213, -0.0009000883437693119, 0.003897435497492552, 0.008290007710456848, 0.027006186544895172, -0.022125549614429474, 0.013913349248468876, 0.009973473846912384, -0.0006653403397649527, 0.00921662151813507, -0.045722365379333496, -0.013142350129783154, -0.01977718621492386, 0.017075153067708015, -0.016735630109906197, -0.01684880442917347, -0.006132625509053469, -0.0005884172860532999, -0.005170644726604223, 0.007342174183577299, 0.012717947363853455, 0.021163569763302803, 0.000557471183128655, -0.02523783966898918, 0.005775419529527426, 0.024049511179327965, -0.03389566391706467, -0.006702032871544361, -0.006302386522293091, -0.016749776899814606, -0.0233280248939991, 0.004286471754312515, -0.01092838030308485, 0.03129265829920769, 0.005623341538012028, -0.013241377659142017, -0.03485764563083649, -0.02996286191046238, -0.030330676585435867, -0.01036250963807106, -0.017740050330758095, 0.027473028749227524, 0.013057469390332699, 0.027572056278586388, -0.009442970156669617, 0.01271087396889925, -0.002749778563156724, 0.01764102280139923, -0.01084350049495697, 0.004587090574204922, -0.00818390678614378, -0.008721484802663326, 0.0025676388759166002, 0.008749778382480145, -0.02088063396513462, -0.001087533077225089, 0.008686117827892303, -0.009110520593822002, 0.010305922478437424, 0.019239608198404312, 0.025945179164409637, -0.004265251569449902, -0.004767461679875851, 0.011444738134741783, 0.013800174929201603, 0.011183022521436214, 0.01568876951932907, -0.033782489597797394, 0.018560564145445824, 0.015250219032168388, -0.023936336860060692, -0.023243146017193794, -0.02429000660777092, 0.017244914546608925, -0.0028063657227903605, 0.0005185675690881908, -0.0028717946261167526, -0.01360212080180645, -0.0007683465373702347, -0.02738814987242222, 0.025068078190088272, -0.008537576533854008, -0.00970468483865261, 0.023228999227285385, 0.003978779539465904, 0.002887709764763713, -0.017414676025509834, 0.008381961844861507, -0.004254641477018595, 0.012017682194709778, 0.025803711265325546, -0.0404597669839859, 0.002044208347797394, 0.0030167989898473024, 0.008749778382480145, -0.02329973131418228, -0.021290890872478485, 0.0022493365686386824, -0.013396992348134518, 0.0070769223384559155, 0.02655348926782608, 0.025336867198348045, -0.0005592395318672061, 0.016438547521829605, -0.009605657309293747, 0.017782490700483322, -0.009492483921349049, -0.015830237418413162, 0.005743589252233505, -0.012809901498258114, 0.008162686601281166, -0.006001767702400684, -0.014910697005689144, -0.007554376032203436, -0.00956321693956852, 0.025662243366241455, -0.0058390796184539795, 0.014472146518528461, 0.2013368457555771, -0.011678159236907959, 0.005421750247478485, 0.02755790948867798, 0.023752428591251373, 0.0006348363822326064, 0.01051812432706356, 0.0218567606061697, 0.005899203475564718, 0.006146772298961878, 0.007731210440397263, -0.011876214295625687, -0.021771881729364395, -0.0026949599850922823, 0.0015287355054169893, -0.022097256034612656, -0.03369760885834694, -0.03567815572023392, -0.016721483319997787, 0.0076675498858094215, 0.009527849964797497, -0.017740050330758095, 0.011748893186450005, -0.003320954507216811, 0.03092484176158905, 0.0067621567286551, -0.0027957556303590536, -0.002887709764763713, 0.02022988349199295, 0.024742702022194862, -0.01587267778813839, -0.006132625509053469, 0.004689654801040888, -0.011939874850213528, -0.0018779839156195521, 0.0016772765666246414, 0.011465958319604397, 0.014019450172781944, 0.005609194748103619, 0.005598584655672312, 0.03966754674911499, 0.013743587769567966, 0.013057469390332699, -0.016141466796398163, -0.006924844346940517, 0.015052164904773235, -0.01432360615581274, -0.016622455790638924, 0.0036215733271092176, -0.004190980922430754, -0.03188682347536087, 0.014953137375414371, 0.03194341063499451, 0.02641202136874199, -0.026426168158650398, 0.004176834132522345, -0.012831121683120728, -0.0023112287744879723, 0.019183021038770676, 0.009725905023515224, -0.016792217269539833, -0.009902739897370338, 0.0007466842653229833, 0.03369760885834694, -0.023115824908018112, 0.007126436103135347, -0.00996640045195818, -0.01621219888329506, 0.024162685498595238, 0.0015517239226028323, -0.022238723933696747, -0.01358797401189804, -0.014429707080125809, 0.016778070479631424, -0.027572056278586388, -0.03723430261015892, 0.02250751294195652, 0.03307515010237694, 0.02264898084104061, 0.041534919291734695, 0.006472148001194, -0.011536692269146442, -0.010801060125231743, -0.012286471202969551, -0.03811139985918999, -0.05005127564072609, 0.012937222607433796, -0.005520777311176062, -0.0117418197914958, -0.005977010820060968, -0.004353669006377459, -0.0030450925696641207, -0.018235187977552414, 0.0004434128641150892, 0.00858709029853344, 0.006850574165582657, 0.0011715295258909464, 0.00498320022597909, 0.011437664739787579, -0.05041909217834473, -0.019706452265381813, 0.07661890983581543, 0.0016525196842849255, -0.002231653081253171, 0.022903623059391975, 0.0018726788694038987, -0.012307691387832165, 0.0160424392670393, -0.0009442970040254295, -0.009987620636820793, 0.0023430590517818928, -0.03870556503534317, 0.009421749971807003, 0.013411139138042927, 0.010638372041285038, 0.01601414568722248, -0.0015862067230045795, -0.012739167548716068, 0.028562331572175026, -0.00198585307225585, 0.009053933434188366, -0.00036427934537641704, -0.005206011701375246, 0.012406717985868454, 0.02346949279308319, -0.03924314305186272, -0.020145002752542496, 0.005460653454065323, -0.012095489539206028, -0.009273208677768707, 0.0036357201170176268, -0.03777188062667847, 0.012088416144251823, -0.004562333691865206, 0.0030910694040358067, -0.008601237088441849, 0.004396109376102686, -0.01796639896929264, -0.021135276183485985, -0.008410255424678326, 0.023073384538292885, 0.012569406069815159, 0.004548186901956797, 0.018489830195903778, 0.0009098142036236823, 0.00485941581428051, 0.010015914216637611, 0.0241060983389616, 0.0033138811122626066, -0.02397877722978592, -0.03451812267303467, -0.010468610562384129, 0.0071794865652918816, 0.01384261529892683, 0.03777188062667847, 0.0004924844834022224, -0.0030786911956965923, -0.021630413830280304, 0.021474799141287804, -0.006546418182551861, -0.04855171963572502, -0.008452695794403553, 0.018079573288559914, 0.0035260827280580997, -0.024742702022194862, -0.002427939558401704, -0.18164454400539398, 0.007069848943501711, 0.021573826670646667, -0.04286471754312515, -0.002887709764763713, -0.010730326175689697, 0.0421573780477047, -0.01812201365828514, -0.0218567606061697, -0.0029832003638148308, 0.01650928147137165, -0.008148539811372757, -0.021149422973394394, -0.003964632749557495, -0.006129088811576366, -0.011352784000337124, -0.011939874850213528, -0.0022617150098085403, 0.010277628898620605, 6.855796073068632e-07, 0.021969934925436974, -0.03946949169039726, 0.006822280585765839, 0.0053510162979364395, -0.011296196840703487, -0.0033404063433408737, -0.0022245796862989664, 0.02380901575088501, -0.00018810784968081862, -0.05338991433382034, -0.004484526347368956, 0.015193631872534752, 0.026525195688009262, 0.007547302637249231, -0.02445976808667183, 0.0019274975638836622, 0.0007997346692718565, -0.011062774807214737, -0.04003536328673363, -0.0001731874217512086, 0.030076036229729652, 0.023243146017193794, 0.010164455510675907, -0.017527850344777107, -0.017570290714502335, -0.013658707961440086, 0.01864544488489628, -0.020838193595409393, 0.013941642828285694, -0.03451812267303467, 0.020442083477973938, -0.014118477702140808, 0.011770113371312618, 0.004244031384587288, 0.0038797520101070404, -0.006603005342185497, 0.007469495292752981, -0.0034376652911305428, 0.01312112994492054, 0.007299733813852072, -0.0029053932521492243, -0.006376657169312239, 0.02653934247791767, 0.016311226412653923, -0.02025817707180977, -0.039752427488565445, -0.00921662151813507, 0.017273208126425743, -0.020130855962634087, 0.01029884908348322, -0.012640140019357204, -0.015900971367955208, 0.004212201107293367, -0.01745711639523506, 0.04343058913946152, 0.01717418059706688, 0.006139698904007673, -0.003664013696834445, 0.021969934925436974, 0.0002628204820211977, 0.002095490461215377, 0.031207777559757233, -0.005283819045871496, -0.015900971367955208, -0.0012502209283411503, -0.01482581626623869, 0.009846152737736702, 0.01929619535803795, -0.018263481557369232, -0.013736514374613762, 0.0333297923207283, -0.015957558527588844, -0.01749955676496029, 0.0001873341971077025, 0.028944293037056923, 0.011381077580153942, 0.00533686950802803, -0.012689653784036636, 0.029538458213210106, -0.01568876951932907, 0.017273208126425743, 0.0058709098957479, -0.017372235655784607, 0.0019221925176680088, 0.0234836395829916, 0.013545533642172813, 0.00036980543518438935, 0.021290890872478485, 0.04453403502702713, -0.0009372236090712249, -0.027331562712788582, -0.013913349248468876, 0.017230767756700516, -0.008657824248075485, 0.010977894067764282, 0.02591688558459282, 0.006221042480319738, -0.017131740227341652, 0.006178602110594511, -0.0030309457797557116, 0.03822457417845726, -0.01523607224225998, -0.0033881517592817545, 0.021955788135528564, -0.009938106872141361, -0.024700261652469635, -0.13490360975265503, -0.023285584524273872, 0.0027533152606338263, 0.019635718315839767, 0.00034173292806372046, 0.02816622145473957, 0.003421750385314226, 0.045920420438051224, -0.0327073335647583, 0.04886294901371002, -0.013135276734828949, -0.013757734559476376, 0.025223692879080772, -0.007801944389939308, 0.006355436984449625, -0.00200176821090281, 0.01880105957388878, -0.02591688558459282, -0.021503092721104622, 0.03881873935461044, 0.0031034478452056646, -0.012901855632662773, 0.035876210778951645, -0.015646329149603844, -0.003025640733540058, -0.004452696070075035, -0.036045972257852554, 0.021404065191745758, 0.0048417323268949986, 0.007964632473886013, 0.0027656937018036842, -0.030387263745069504, -0.000163572040037252, -0.020767459645867348, 0.010277628898620605, 0.006369583774358034, -0.0064509278163313866, -0.03202829137444496, 0.039752427488565445, 0.007059238851070404, 0.001048629404976964, 0.00808488018810749, 0.00921662151813507, 0.000598585233092308, -0.017414676025509834, -0.0161980539560318, -0.018532270565629005, 0.02948187105357647, -0.004067196510732174, -0.030217504128813744, -0.016806364059448242, 0.010921306908130646, -0.028576478362083435, 0.009259061887860298, 0.002762157004326582, 0.006051281467080116, 0.018192747607827187, 0.0251105185598135, 0.02444562129676342, 0.001795755815692246, -0.028236955404281616, -0.020809900015592575, 0.00627055624499917, -0.0055950479581952095, -0.01440141350030899, 0.010907161049544811, -0.02250751294195652, -0.012965516187250614, 0.01076569315046072, -0.015066311694681644, 0.01587267778813839, 0.012951369397342205, -0.00594871724024415, 0.010277628898620605, -0.01666489616036415, 0.0020300615578889847, -0.008410255424678326, -0.013828468509018421, 0.0026083108969032764, -0.00761803612112999, -0.017358088865876198, -0.01911228708922863, 0.022465072572231293, -0.027232535183429718, -0.01084350049495697, 0.0006450043292716146, -0.0007679044501855969, -0.024190979078412056, -0.0026861182413995266, -0.03686648607254028, -0.001740052830427885, 0.0336410216987133, 0.011918654665350914, -0.023073384538292885, -0.014373119920492172, 0.005004420410841703, -0.009004419669508934, -0.004357205703854561, -0.011614499613642693, 0.02690715901553631, 0.0010893014259636402, -0.002603005850687623, -0.04855171963572502, 0.029085760936141014, 0.0032749774400144815, -0.01653757505118847, -2.2325373720377684e-05, 0.00466136122122407, 0.01973474584519863, -0.003343943040817976, -0.024643676355481148, -0.008608310483396053, -0.027289122343063354, 0.01798054575920105, -0.018659591674804688, -0.00874270498752594, -0.010206895880401134, -0.031320951879024506, 0.012251104228198528, -0.0016215736977756023, 0.003476568963378668, 0.026793984696269035, -0.01223695743829012, -0.005450043827295303, 0.03321661800146103, 0.01181962713599205, -0.017414676025509834, -0.006076038349419832, -0.034065425395965576, 0.02917064167559147, -0.007108752615749836, -0.029510164633393288, -0.0016171528259292245, 0.004017683211714029, -0.01407603733241558, 0.009145887568593025, -0.0017241376917809248, 0.003798407968133688, 0.0020282932091504335, 0.011183022521436214, 0.019635718315839767, 0.030076036229729652, -0.011069848202168941, -0.01686295121908188, -0.004053049720823765, -0.041365157812833786, 0.005294429138302803, -0.002877099672332406, -0.009117593988776207, -0.016735630109906197, 0.0037842614110559225, 0.008862951770424843, 0.0005822280654683709, 0.009690538048744202, -0.00575066264718771, -0.03468788415193558, -0.018221041187644005, -0.01465605478733778, -0.0074482751078903675, 0.009351016022264957, 0.033131737262010574, -0.00769584346562624, 0.042355433106422424, -0.010489830747246742, 0.006486294791102409, -0.0076038893312215805, 0.009513703174889088, 0.017612729221582413, -0.0026755081489682198, 0.00016014586435630918, -0.0032254639081656933, -0.01554730162024498, -0.004488063044846058, 0.0014022986870259047, 0.017103446647524834, 0.02090892754495144, 0.00850928295403719, -0.025195399299263954, 0.0039717061445117, 0.014882403425872326, -0.012470378540456295, 0.024360740557312965, 0.02670910395681858, 0.0036357201170176268, -0.022946063429117203, 0.0270486269146204, 0.02055525779724121, 0.0033492480870336294, 0.005301502533257008, 0.013418212532997131, -0.028081340715289116, 0.003106984542682767, 0.009711758233606815, 0.019069846719503403, -0.008954905904829502, 0.012159150093793869, 0.0019098140764981508, 0.019678158685564995, -0.006245799362659454, 0.007172413170337677, 0.047872673720121384, 0.023837309330701828, 0.001839080243371427, -0.0061043319292366505, -0.007218390237540007, -0.012335984036326408, -0.03429177403450012, -0.007879751734435558, -0.046401411294937134, -0.02948187105357647, -0.006956674624234438, 0.026751544326543808, 0.013340405188500881, 0.014783375896513462, 0.007950485683977604, 0.0008377541089430451, -0.0016268787439912558, 0.024502208456397057, 0.00315826665610075, -0.001591511769220233, -0.02786913886666298, 0.017541997134685516, 0.030415557324886322, 0.02253580652177334, 0.04538284242153168, 0.0008965516462922096, 0.034065425395965576, -0.010553491301834583, 0.02266312763094902, -0.02252165973186493, 0.006206895690411329, 0.033754196017980576, -0.007787797600030899, -0.00792926549911499, 0.01989036053419113, -0.017117593437433243, -0.015745356678962708, -0.030698493123054504, -0.02153138630092144, 0.011784260161221027, 0.02154553309082985, 0.07910874485969543, 0.028717946261167526, -0.004668434616178274, 0.006702032871544361, -0.011593279428780079, -0.003653403604403138, 0.00013118919741827995, 0.01164986565709114, -0.01599999889731407, -0.015306806191802025, 0.0016357203712686896, 0.008155613206326962, 0.02021573670208454, -0.026808131486177444, -0.006691422779113054, 0.009414676576852798, 0.007724137045443058, -0.000503536663018167, 0.002532272133976221, -0.0136799281463027, 0.0404597669839859, -0.027232535183429718, 0.028562331572175026, 0.015278512611985207, -0.013573827221989632, -0.01004420779645443, 0.025266133248806, 0.004431475885212421, -0.0035738281439989805, -0.0001597037771716714, 0.03075508028268814, 0.01523607224225998, -0.03129265829920769, -0.01183377392590046, -0.0022245796862989664, -0.0010778071591630578, 0.008601237088441849, -0.008304154500365257, 0.018334215506911278, -0.004916002973914146, 0.024205125868320465, -0.020343057811260223, -0.01697612553834915, -0.0028983198571950197, -0.011197169311344624, 0.003738284343853593, 0.008035366423428059, -0.020116709172725677, -0.017513703554868698], 'text': 'plan to refine these methods and register performance predictions across various capabilities before\\nlarge model training begins, and we hope this becomes a common goal in the field.\\n4 Capabilities\\nWe tested GPT-4 on a diverse set of benchmarks, including simulating exams that were originally\\ndesigned for humans.4We did no specific training for these exams. A minority of the problems in the\\nexams were seen by the model during training; for each exam we run a variant with these questions\\nremoved and report the lower score of the two. We believe the results to be representative. For further\\ndetails on contamination (methodology and per-exam statistics), see Appendix C.\\nExams were sourced from publicly-available materials. Exam questions included both multiple-\\nchoice and free-response questions; we designed separate prompts for each format, and images were\\nincluded in the input for questions which required it. The evaluation setup was designed based', 'SimilarityScore': 0.8285566330929187}), 0.8285566330929187)\n",
      "(Document(page_content='overall GPT-4 training budget. When mixing in data from these math benchmarks, a portion of the\\ntraining data was held back, so each individual training example may or may not have been seen by\\nGPT-4 during training.\\nWe conducted contamination checking to verify the test set for GSM-8K is not included in the training\\nset (see Appendix D). We recommend interpreting the performance results reported for GPT-4\\nGSM-8K in Table 2 as something in-between true few-shot transfer and full benchmark-specific\\ntuning.\\nF Multilingual MMLU\\nWe translated all questions and answers from MMLU [ 49] using Azure Translate. We used an\\nexternal model to perform the translation, instead of relying on GPT-4 itself, in case the model had\\nunrepresentative performance for its own translations. We selected a range of languages that cover\\ndifferent geographic regions and scripts, we show an example question taken from the astronomy', metadata={'id': 'a7e86563-592a-4304-962b-25315f0d3f46', 'embedding': [-0.005677336826920509, -0.007514122407883406, 0.013824593275785446, -0.029277246445417404, -0.005625155754387379, 0.020705582574009895, 0.00037940230686217546, -0.006303513888269663, -0.042524367570877075, -0.03512156382203102, 0.025394950062036514, 0.05716298893094063, -0.031086202710866928, -0.008022021502256393, 0.0013036654563620687, 0.03437015414237976, 0.015584846027195454, 0.013984616845846176, 0.0026055914349853992, -0.02005157433450222, -0.01544569618999958, 0.008731688372790813, -0.029945168644189835, -0.005879105068743229, 0.007695017848163843, 0.0021742251701653004, 0.034147512167692184, -0.02949988842010498, -0.019981998950242996, 0.01817304454743862, 0.008279449306428432, -0.0009810103802010417, -0.037681933492422104, 0.006557463202625513, -0.01828436367213726, -0.017171161249279976, 0.0107215391471982, -0.01224523689597845, 0.03431449085474014, -0.0044841221533715725, 0.021777039393782616, 0.030780071392655373, 0.023029394447803497, -0.002196837216615677, 0.024727027863264084, 0.023432929068803787, 0.009830976836383343, -0.0059834676794707775, -0.009253502823412418, 0.015390035696327686, 6.017168198013678e-05, 0.020093319937586784, -0.016336258500814438, -0.0015419605188071728, -0.012878370471298695, 0.0027969232760369778, 0.007423674687743187, 0.0176721028983593, -0.009190885350108147, 0.006741837598383427, -0.007152331527322531, -0.0024316534399986267, -0.02152656950056553, 0.029945168644189835, -0.012537452392280102, -0.03918475657701492, -0.03659655898809433, 0.0030056489631533623, -0.00324220466427505, 0.008703858591616154, 0.0041466825641691685, 0.02422608807682991, 0.001679371576756239, -0.030112149193882942, 0.048285193741321564, -0.01651715487241745, 0.000572690914850682, -0.01476385910063982, -0.018534835427999496, 0.011431206949055195, 0.03228289633989334, -0.013748060911893845, -0.006275683641433716, 0.030724411830306053, 0.0056634219363331795, 0.020274216309189796, 0.014262917451560497, 0.001909839455038309, 0.004052755888551474, 0.007896785624325275, 0.016350174322724342, -0.00249601062387228, 0.023057224228978157, 0.01571008190512657, -0.0030352184548974037, -0.00639744009822607, -0.009858806617558002, 0.03192110359668732, -0.014833434484899044, -0.036095619201660156, -0.020260300487279892, 0.0032439441420137882, -0.019258417189121246, -0.008091596886515617, -0.038405515253543854, 0.017143331468105316, 0.018562665209174156, -0.010930265299975872, -0.012175661511719227, 0.0022629336453974247, -0.021610058844089508, 0.03219940513372421, -0.003892732784152031, -0.023168543353676796, -0.013087096624076366, 0.0011740815825760365, 0.018590494990348816, -0.005792135838419199, -0.01088156271725893, 0.005381642375141382, 0.017630357295274734, -0.012356556951999664, 0.026619473472237587, -0.00556253781542182, 0.03373005986213684, 0.02518622577190399, -0.006220023613423109, -0.0250609889626503, -0.03598429635167122, -0.004616315010935068, 0.0015637028263881803, 0.017922572791576385, 0.012760093435645103, 0.0013723709853366017, -0.02883196622133255, 0.02083081752061844, -0.024615708738565445, -0.007347141858190298, -0.025840232148766518, -0.008968244306743145, 0.0033309131395071745, 0.024504387751221657, 0.014200299978256226, -0.009601378813385963, 0.002789965830743313, 0.029444226995110512, 0.04068757966160774, 0.009156097657978535, 0.0056912521831691265, -0.02080298773944378, -0.008870839141309261, -0.029889509081840515, -0.004188427701592445, 0.01545961108058691, 0.015807487070560455, -0.02300156280398369, -0.004264960065484047, 0.01758861169219017, -0.016057956963777542, -0.0038301150780171156, -0.017171161249279976, 0.0189801175147295, 0.02558976039290428, 0.003910126630216837, 0.002181182848289609, 0.029750358313322067, 0.015403950586915016, 0.0005635591805912554, 0.0009149139514192939, -0.016405833885073662, -0.024267831817269325, 0.029138097539544106, -0.026563813909888268, 0.028177959844470024, 0.006439185235649347, 0.011758210137486458, 0.016725879162549973, -0.012711390852928162, -0.0068601155653595924, -0.006226981058716774, -0.0010749369394034147, 0.014680368825793266, 0.009928382001817226, -0.010102320462465286, -0.00798027589917183, -0.01834002509713173, 0.013560207560658455, 0.012808796018362045, -0.0072427792474627495, -0.019133182242512703, 0.017226820811629295, 0.012683560140430927, -0.002816056599840522, 0.009399610571563244, -0.6193863153457642, -0.01657281443476677, 0.014346407726407051, 0.00012599634646903723, 0.015890978276729584, 0.009448313154280186, 0.0013349743094295263, -0.010387578047811985, -0.040381450206041336, 0.07091104984283447, -0.005753869656473398, -0.0004900703788734972, -0.029026776552200317, -0.005350333638489246, 0.009065649472177029, -0.02540886588394642, -0.012725305743515491, -0.013706316240131855, 0.012947945855557919, 0.008564707823097706, -0.023419015109539032, 0.01177908293902874, 0.008738646283745766, 0.03094705194234848, -0.013434972614049911, 0.010443238541483879, -0.0024229565169662237, -0.019314076751470566, 0.008286407217383385, -0.00564950704574585, -0.03175412490963936, 0.011549483984708786, 0.0003996226005256176, 0.0004383237974252552, 0.03924041613936424, -0.017435546964406967, -0.03147582337260246, 0.014249002560973167, 0.010032745078206062, 0.008362939581274986, -0.03019564040005207, -0.012836625799536705, 0.009670954197645187, 0.025603676214814186, -0.007340184412896633, 0.02283458225429058, -0.0010540643706917763, 0.01069370936602354, 0.003986659459769726, -0.0064461431466042995, -0.010095362551510334, 0.010046659968793392, 0.009037819691002369, 0.002309896983206272, 0.00671400735154748, 0.009253502823412418, 0.012120001018047333, -0.009350907988846302, -0.004261481575667858, -0.006087830755859613, -0.014638623222708702, 0.014075064100325108, 0.0032300290185958147, -0.009851849637925625, -0.03150365501642227, -0.01692069135606289, -0.004445855971425772, 0.013720231130719185, 0.00841860007494688, -0.025784572586417198, 0.007354099303483963, 0.017839083448052406, 0.015111735090613365, -0.003367440076544881, -0.0009479622240178287, 0.014262917451560497, 0.015014329925179482, -0.025047075003385544, 0.013261034153401852, 0.01769993267953396, 0.007674145512282848, -0.01335844025015831, 0.015890978276729584, -0.001111463992856443, 0.015195225365459919, -0.013240162283182144, 0.007479334715753794, 0.014986500144004822, 0.0006270465673878789, 0.015626590698957443, 0.00738192955031991, 0.030613090842962265, -0.026925604790449142, -0.026243768632411957, 0.001408028299920261, 0.013845466077327728, -0.025659335777163506, -0.00018937501590698957, 0.02877630665898323, -0.03748712316155434, -0.012739220634102821, 0.000315914920065552, 0.05362857133150101, 0.023683400824666023, 0.02170746400952339, 0.014903009869158268, -0.02634117379784584, -0.014346407726407051, -0.012120001018047333, -0.013233204372227192, -0.0006096527795307338, 0.013365397229790688, 0.0019950689747929573, 0.0038301150780171156, 0.014012446627020836, -0.03656872734427452, 0.011166821233928204, 0.013233204372227192, -0.016016213223338127, -0.005604282952845097, -0.002468180377036333, -0.011751252226531506, 0.04344275966286659, -0.012419174425303936, 0.011639932170510292, 0.014429898001253605, 0.00999795738607645, -0.021262183785438538, 0.019773274660110474, 0.024991415441036224, -0.03320128843188286, -0.00814029946923256, 0.049537546932697296, -0.0231824591755867, 0.04912009462714195, 0.009336993098258972, 0.02572891116142273, -0.0052911946550011635, 0.013490633107721806, -0.023780805990099907, -0.04099371284246445, -0.0021011712960898876, 0.006348737515509129, -0.00981010403484106, -0.016030127182602882, -0.01753295212984085, -0.01657281443476677, -0.003750103758648038, 0.010575431399047375, -0.0035570324398577213, 0.0006470494554378092, -0.0028369291685521603, -0.007159288972616196, -0.0007114065228961408, -0.0013723709853366017, -0.023224204778671265, -0.010603261180222034, -0.03384138271212578, -0.022124916315078735, -0.03386921063065529, 0.007764593232423067, 0.01109724584966898, 0.011514697223901749, 0.017574697732925415, 0.009684869088232517, -6.560724432347342e-05, -0.011445121839642525, 0.016057956963777542, -0.011883445084095001, -0.025854147970676422, 0.0002359034406254068, -0.037765420973300934, 0.0075906552374362946, 0.011486866511404514, -0.023516420274972916, 1.8535271010478027e-05, -0.007388886995613575, -0.0026942999102175236, -0.019467143341898918, -0.029833849519491196, 0.007166246417909861, 0.01660064421594143, -0.025074904784560204, -0.008342067711055279, 0.04166163504123688, 0.02778833732008934, 0.02433740720152855, -0.0009001292637549341, -0.0068009765818715096, 0.008912583813071251, 0.012947945855557919, -0.005343375727534294, -0.029889509081840515, 0.019898509606719017, -0.0019133181776851416, 0.014652539044618607, 0.022097086533904076, -0.02112303301692009, 0.005232055671513081, 0.027635272592306137, 0.02315462939441204, 0.01657281443476677, 0.01646149344742298, -0.008015063591301441, 0.008056809194386005, -0.015000415034592152, 0.010749369859695435, -0.00250992551445961, 0.01611361838877201, 0.004390195477753878, 0.002487313700839877, -0.015501356683671474, -0.025144480168819427, -0.012377429753541946, -0.0010731975780799985, -0.006181756965816021, -0.003156975144520402, -0.007020138204097748, -0.02077515609562397, -0.0019550633151084185, 0.003146538743749261, 0.0107215391471982, 0.0140541922301054, 0.011528612114489079, -0.007841126061975956, 0.017825167626142502, -0.006567899603396654, 0.011173778213560581, 0.03715316206216812, -0.014172470197081566, -0.0037048798985779285, 0.001341931871138513, 0.029360737651586533, 0.015097820200026035, 0.026355087757110596, -0.006550505757331848, 0.023655571043491364, 0.014040276408195496, 0.029082436114549637, -2.145688449672889e-05, 0.02366948500275612, -0.0011984329903498292, -0.0004974627518095076, -0.02321028895676136, 0.021665720269083977, -0.010798072442412376, 0.023919956758618355, 0.0035413780715316534, -0.03253336623311043, 0.020329875871539116, -0.010700667276978493, 0.0027430024929344654, -0.022820668295025826, -0.005472090095281601, 0.005162480287253857, -0.020566431805491447, -0.0033813551999628544, 0.015334376133978367, 0.00011490780161693692, 0.020886477082967758, 0.013337567448616028, 0.011799954809248447, -0.00599042559042573, -0.012453962117433548, 0.018813136965036392, -0.015056074596941471, -1.521957619843306e-05, -0.004859828390181065, -0.027510037645697594, 0.007500207517296076, -0.011535569094121456, -0.022375386208295822, 0.003913605585694313, -0.030084319412708282, 0.02257019653916359, 0.011278141289949417, 0.0029569463804364204, 0.016503239050507545, 0.03239421546459198, 0.022375386208295822, -0.02958337776362896, -0.030418280512094498, 0.02382255159318447, 0.01003970205783844, -0.01973152905702591, -0.01022755540907383, -0.029221586883068085, -0.0016419749008491635, -0.014346407726407051, -0.007903743535280228, -0.025506271049380302, -0.0021846615709364414, -0.011264226399362087, -0.00025634115445427597, -0.01715724542737007, -0.004306705202907324, 0.02147090993821621, 0.005033766385167837, 0.00604260666295886, -0.00795244611799717, -0.010060574859380722, 0.0006609644624404609, -0.03937956690788269, -0.00884996633976698, 0.009009988978505135, -0.0021255225874483585, -0.022584112361073494, -0.021164778620004654, 0.0034074457362294197, -0.011347716674208641, 0.024212172254920006, -0.007875913754105568, -0.0026542942505329847, 0.008696900680661201, 0.013803721405565739, 0.0027116937562823296, -0.009858806617558002, 0.003529202425852418, 0.03612344712018967, 0.012147830799221992, -0.021512653678655624, -0.01906360685825348, -0.015097820200026035, 0.014304663054645061, 0.0359286367893219, 0.03094705194234848, -0.015376120805740356, -0.00949005875736475, -0.031086202710866928, 0.0032630772329866886, -0.024379152804613113, -0.03192110359668732, -0.005722560919821262, 0.006265247240662575, -0.007263651583343744, -0.0033639613538980484, 0.00930220540612936, -0.007009702268987894, 0.02961120754480362, 0.006623559631407261, -0.010192767716944218, -0.0208586473017931, -0.013977658934891224, 0.008244662545621395, 0.007451504934579134, -0.027106501162052155, 0.021025627851486206, 0.016266683116555214, 0.004758944269269705, -0.003341349307447672, 0.012913158163428307, -0.0015045638429000974, -0.014047234319150448, -0.02880413644015789, -0.02077515609562397, 0.0009749226155690849, 0.014875179156661034, 0.004560654982924461, -0.006091309245675802, 0.007555867545306683, 0.007201034110039473, -0.0072427792474627495, 0.012147830799221992, -0.010276257991790771, 0.019369738176465034, -0.0014863003743812442, -0.003078702837228775, -0.010714582167565823, 0.008801263757050037, -0.014916924759745598, 0.005033766385167837, 0.032060254365205765, 0.002301200060173869, -0.027913574129343033, -0.00046310998732224107, 0.005771263502538204, -0.014485558494925499, -0.011667761951684952, 0.025603676214814186, -0.0041118948720395565, -6.598773325094953e-05, 0.008578622713685036, -0.025478441268205643, -0.028720645233988762, -0.013671528548002243, -0.03286732733249664, 0.02575674094259739, -0.0017532951897010207, -0.03239421546459198, 0.010081447660923004, -0.019842850044369698, -0.011862573213875294, -0.02540886588394642, 0.012760093435645103, -0.030056489631533623, -0.021957935765385628, -0.04848000407218933, -0.013114926405251026, 0.01476385910063982, 0.02401736192405224, 0.03142016381025314, -0.0075906552374362946, -0.007771550677716732, 0.008307280018925667, -0.014165512286126614, -0.016364088281989098, 0.004546739626675844, -0.026090702041983604, -0.014889094047248363, -0.0022351036313921213, -0.009650081396102905, -0.0011653847759589553, 0.0020559474360197783, 0.01817304454743862, -0.013915041461586952, -0.0007492380100302398, -0.008863881230354309, -0.004491079598665237, 0.019870679825544357, 0.001178430044092238, 0.01726856641471386, -0.005162480287253857, 0.025283630937337875, -0.009135224856436253, -0.008989117108285427, -0.03437015414237976, -0.026229852810502052, -0.04283049702644348, 0.017783423885703087, 0.01831219531595707, 0.0044215042144060135, 0.016670219600200653, 0.017087670043110847, -0.00534685468301177, 0.007548910100013018, -0.020260300487279892, 0.0012949685333296657, 0.004602400120347738, 0.012913158163428307, -0.01943931356072426, 0.019842850044369698, 0.020580345764756203, -0.003348306752741337, -0.031253181397914886, -0.000644440355245024, -0.04383238032460213, 0.027370886877179146, 0.016906775534152985, 0.0038649027701467276, 0.033423930406570435, -0.0007918528281152248, -0.0015671815490350127, -0.050344619899988174, 0.003739667357876897, -0.00011577749683056027, 0.03921258822083473, 0.002102910540997982, 0.0016350173391401768, -0.0072149490006268024, -0.00029373783036135137, -0.02436523698270321, 0.005739954765886068, 0.00033570037339814007, 0.004216257482767105, -0.025812402367591858, 0.010839817114174366, 0.0005935634835623205, -0.0070270961150527, 0.007016659714281559, -0.026563813909888268, -0.02002374455332756, 0.011278141289949417, 0.003850987646728754, 0.023766890168190002, 0.017310312017798424, 0.013191459700465202, -0.0338970422744751, -0.021248267963528633, -0.019884593784809113, -0.016016213223338127, 0.004132767207920551, -0.014026361517608166, 0.0253532063215971, 0.02205534093081951, 0.04650406911969185, -0.015097820200026035, -0.009768359363079071, 0.015835316851735115, -0.011723422445356846, 0.0013341045705601573, -0.012746177613735199, 0.008035936392843723, -0.0027951840311288834, -0.010874604806303978, 0.0010714582167565823, -0.01408202201128006, 0.01625276915729046, -0.008195959031581879, -0.003115230007097125, 0.030640920624136925, -0.013448887504637241, 0.010116235353052616, -0.015863146632909775, -0.020524686202406883, -0.013441930525004864, 0.027370886877179146, -0.016266683116555214, -0.008766476064920425, -0.014471643604338169, -0.032060254365205765, 0.01002578716725111, -0.0022420610766857862, -0.0072358218021690845, 0.01342801470309496, 0.02848408930003643, -0.020037660375237465, -0.015988383442163467, -0.00792461633682251, 0.013581080362200737, -0.02277892269194126, -0.011215523816645145, -0.044082850217819214, -0.0011358152842149138, 0.01315667200833559, -0.020329875871539116, 0.018047809600830078, -0.0017445983830839396, -0.0060808733105659485, -0.018075639382004738, 0.005385120864957571, -0.016308428719639778, -0.014200299978256226, -0.012029553763568401, -0.03172629326581955, -0.011333800852298737, -0.012182618491351604, 0.009573548100888729, 0.013448887504637241, -0.003656177083030343, 0.017198991030454636, 0.004525867290794849, 0.02489400841295719, -0.024379152804613113, -0.003551814239472151, 0.024406982585787773, 0.011827785521745682, 0.05351724848151207, 0.005642549134790897, 0.007848083041608334, 0.041745126247406006, 0.0075976126827299595, -0.027370886877179146, 0.012440047226846218, 0.011145948432385921, 0.0028873709961771965, 0.02848408930003643, 0.033479589968919754, -0.026229852810502052, -0.011786039918661118, 0.019564548507332802, 0.01756078191101551, -0.01973152905702591, -0.0385446660220623, 0.02135958895087242, 0.019188841804862022, 0.020677750930190086, -0.01854874938726425, -0.006874030455946922, -0.0365130677819252, 0.01409593690186739, 0.000167632766533643, 0.00490505201742053, 0.007660230156034231, 0.007444547023624182, -0.0008357721962966025, 0.03142016381025314, 0.0012688778806477785, 0.004240608774125576, -0.008961286395788193, -0.0068009765818715096, 0.023405099287629128, -0.00220553413964808, -0.005736475810408592, 0.010763284750282764, 0.0033865731675177813, 0.03990833833813667, -0.011674719862639904, 0.015723997727036476, 0.007917658425867558, -0.012467877008020878, 0.013038394041359425, 0.0009984042262658477, 0.007312354166060686, 0.031308844685554504, -0.0324498750269413, 0.004522388335317373, 0.002577761420980096, -0.005381642375141382, -0.0009410046623088419, 0.002958685625344515, -0.009211757220327854, -0.017254650592803955, -0.012732262723147869, 0.015292630530893803, 0.012746177613735199, 0.003958829212933779, -0.015236970037221909, 0.016614560037851334, -0.001603708486072719, -0.02749612182378769, -0.019661953672766685, -0.013761975802481174, 0.030000830069184303, -0.04377672076225281, -0.014708198606967926, 0.003690964775159955, -0.013532377779483795, 0.025548016652464867, -0.01184865739196539, -0.025019245222210884, 0.0005809529684484005, 0.00982401892542839, -0.016475409269332886, -0.0023603388108313084, -4.606639777193777e-06, -0.008516005240380764, -0.020037660375237465, 0.006553984712809324, -0.016684135422110558, -0.005319024436175823, 0.019773274660110474, -0.028971116989850998, -0.014680368825793266, -0.016044043004512787, 0.005684294272214174, -0.001927233301103115, 0.01477777399122715, -0.015264800749719143, -0.0009870982030406594, -0.014569048769772053, 0.007030574604868889, -0.016711965203285217, 0.006265247240662575, -0.0024368716403841972, -0.007354099303483963, 0.01040149386972189, 0.018840966746211052, -0.011236395686864853, 0.0072358218021690845, 0.0009870982030406594, -0.0022559762001037598, -0.007263651583343744, -0.03100271336734295, 0.0012958382721990347, 0.006077394355088472, 0.017379887402057648, -0.02422608807682991, -0.006195672322064638, -0.015751827508211136, 0.00770893320441246, -0.012857498601078987, 0.007507164962589741, -0.00432409904897213, 0.00841860007494688, 0.022528452798724174, -0.0012123479973524809, 0.02147090993821621, 0.01616927795112133, -0.0486748144030571, -0.001636756700463593, -0.01159122958779335, 0.009051734581589699, -0.007472377270460129, 4.805037679034285e-05, 0.009030861780047417, 0.04146682471036911, -0.007841126061975956, -0.028233619406819344, -0.023419015109539032, -0.017018096521496773, -0.03242204710841179, -0.036874860525131226, -0.013789806514978409, 0.019856764003634453, 0.009830976836383343, 0.048257362097501755, -0.01113899052143097, 0.03573382645845413, 0.018938371911644936, 0.008202916942536831, -0.011069415137171745, 0.0013375834096223116, -0.017435546964406967, -0.008738646283745766, -0.004404110834002495, 0.0029395525343716145, -0.04850783571600914, -0.026675134897232056, 0.0009975344873964787, -0.019522802904248238, 0.01654498465359211, 0.021957935765385628, 0.015807487070560455, -0.02880413644015789, -0.007034053560346365, 0.008321194909512997, 0.013163628987967968, 0.006480930373072624, 0.025923721492290497, -0.032060254365205765, 0.007194076664745808, 0.006289598532021046, -0.013240162283182144, -0.021749209612607956, -0.009246544912457466, 0.02417042665183544, -0.019230587407946587, -0.00036722663207910955, -0.003649219637736678, -0.006515718065202236, 0.029917338863015175, -0.030390450730919838, 0.025979382917284966, 0.011034627445042133, -0.000648353947326541, 0.012940988875925541, 0.01619710773229599, 0.005948680453002453, -0.014304663054645061, 0.009893594309687614, -0.015209140256047249, -0.015014329925179482, 0.04163380339741707, -0.019216671586036682, -0.017602527514100075, -0.02048294059932232, -0.003341349307447672, -0.019828934222459793, -0.012989691458642483, -0.0035239842254668474, 0.0009262199746444821, -0.035483356565237045, 0.03225506469607353, 0.012140873819589615, -0.027816167101264, 0.0075697824358940125, -0.008759519085288048, 0.011236395686864853, -0.001740249921567738, -0.012620942667126656, -0.004000574350357056, -0.03400836139917374, -0.001925493823364377, -0.0020820379722863436, -0.0016915472224354744, -0.008355982601642609, -0.009552676230669022, 0.0009957951260730624, -0.015111735090613365, 0.013504547998309135, 0.1903577744960785, -0.03673570975661278, -0.00273082684725523, 0.03175412490963936, 0.014986500144004822, 0.005465132649987936, 0.015974467620253563, 0.01900794729590416, 0.006814891472458839, -0.0030908784829080105, -0.01587706245481968, -0.015334376133978367, 0.0009236108744516969, -0.0021342195104807615, 0.004407589323818684, -0.019578462466597557, -0.026299428194761276, -0.026939520612359047, -0.0063835252076387405, 0.012092171236872673, 0.0007192337070591748, -0.008474260568618774, 0.004365844186395407, -0.01476385910063982, 0.006668783724308014, 0.003844030201435089, -0.004623272456228733, 0.006021734327077866, 0.014235087670385838, 0.000670531066134572, -0.007361056748777628, -0.006282641086727381, 0.006185235921293497, -0.006094788201153278, -0.0038057637866586447, 0.0018820093246176839, 0.011278141289949417, -0.004585006274282932, 0.020496856421232224, 0.02034378983080387, 0.016823284327983856, 0.0028664986602962017, 0.0199959147721529, -0.0225980281829834, -0.011939105577766895, 0.027857912704348564, -0.010484984144568443, 0.015529186464846134, -0.010324960574507713, -0.004842434544116259, -0.015835316851735115, 0.004369323141872883, 0.026466408744454384, 0.016294512897729874, -0.011883445084095001, 0.0024281747173517942, -0.014847349375486374, -0.010192767716944218, 0.0029291161336004734, 0.004251045174896717, -0.022124916315078735, -0.005148565396666527, -0.02390604093670845, 0.037654101848602295, -0.02685602940618992, 0.015195225365459919, -0.004157118499279022, -0.009524845518171787, 0.017059840261936188, -0.00612957589328289, -0.02176312543451786, -0.002949988702312112, -0.008801263757050037, -0.004348450340330601, -0.03445364162325859, -0.038989946246147156, 0.020246384665369987, 0.029277246445417404, 0.02572891116142273, 0.036930520087480545, -0.011946063488721848, -0.026035042479634285, 0.004553697537630796, -0.028943287208676338, -0.025520186871290207, -0.04792340472340584, 0.001739380182698369, -0.02590980753302574, -0.00046267511788755655, -0.005969552788883448, -0.007124501280486584, -0.022389302030205727, -0.008780390955507755, 0.004177991300821304, -0.002911722520366311, 0.0055764527060091496, 0.025923721492290497, -0.015584846027195454, -0.010088404640555382, -0.04850783571600914, -0.025951553136110306, 0.05468611419200897, 0.00475198682397604, 0.013497590087354183, 0.02222232148051262, 0.011521654203534126, -0.009434398263692856, 0.008856924250721931, -0.00021927061607129872, -0.008175087161362171, 0.0034248395822942257, -0.03954654932022095, 0.018242619931697845, 0.0014471643371507525, -0.00694012688472867, 0.0044388980604708195, -0.0034561483189463615, 0.00884996633976698, 0.034815434366464615, -0.012732262723147869, 0.008286407217383385, -0.01596055179834366, 0.013149714097380638, 0.00692621199414134, 0.001561093726195395, -0.03142016381025314, -0.013476717285811901, 0.0015054335817694664, -0.023572079837322235, -0.01576574146747589, 0.019453227519989014, -0.07085539400577545, 0.0176721028983593, -0.02184661477804184, 0.002920419443398714, 0.012544410303235054, -0.0038822966162115335, -0.006112182047218084, -0.032700348645448685, -0.0031100118067115545, 0.033535249531269073, 0.006734880153089762, -0.0028369291685521603, -0.009023904800415039, 0.017463376745581627, -0.01646149344742298, 0.010686751455068588, 0.021136948838829994, -0.011612102389335632, -0.013191459700465202, -0.02387821115553379, -0.0007431501871906221, -0.006661826279014349, 0.00954571831971407, 0.04102154076099396, -0.002916940487921238, -0.013671528548002243, -0.015501356683671474, 0.018646156415343285, -0.004932882264256477, -0.03790457174181938, -0.0168093703687191, 0.016503239050507545, -0.007068841252475977, -0.012238278985023499, -0.0008657764992676675, -0.177889883518219, -0.001493257936090231, -0.0052911946550011635, -0.02179095521569252, 0.026327257975935936, -0.0009009989444166422, 0.030668752267956734, 0.004132767207920551, -0.02709258534014225, -0.011027670465409756, 0.0072427792474627495, -0.0035013724118471146, -0.0008057678933255374, 0.00022133612947072834, -0.027941403910517693, 0.0017524255672469735, -0.016531068831682205, 0.007778508123010397, 0.019842850044369698, 0.011758210137486458, 0.038934286683797836, -0.020538602024316788, 0.0026508152950555086, -0.007493250072002411, -0.003927520476281643, -0.0064357067458331585, -0.0008957808022387326, 0.029277246445417404, -0.004404110834002495, -0.03857249394059181, -0.011521654203534126, 0.008495132438838482, 0.01090939249843359, 0.009455271065235138, 0.0044215042144060135, 0.016558898612856865, 0.03153148293495178, -0.00039114311221055686, -0.025102734565734863, 0.011521654203534126, 0.034036193042993546, 0.02283458225429058, -0.015000415034592152, 0.004327578004449606, -0.029082436114549637, 0.014214214868843555, 0.0231824591755867, -0.018298279494047165, 0.01871572993695736, 0.013149714097380638, 0.02845625951886177, -0.009907509200274944, 0.010533686727285385, -0.0032717741560190916, -0.004529345780611038, 0.004254524130374193, -0.0013636740623041987, -0.013469760306179523, 0.00910043716430664, -0.011890402995049953, -0.01477777399122715, -0.011438163928687572, 0.016823284327983856, -0.0035083298571407795, -0.005141607951372862, -0.025367120280861855, -0.02051077038049698, 0.020900392904877663, -0.006901860702782869, 0.010290172882378101, -0.023544250056147575, -0.016294512897729874, 0.01003970205783844, -0.0075628249906003475, 0.033368270844221115, 0.017727762460708618, -0.005298152100294828, 0.009615293703973293, 0.024114767089486122, 0.01761644333600998, -0.01721290685236454, 0.03456496447324753, -0.007903743535280228, 0.0006840112619102001, -0.012767050415277481, -0.007034053560346365, 0.007065362296998501, 0.024351323023438454, -0.005127692595124245, -0.008168129250407219, 0.013038394041359425, 0.0028578017372637987, 0.011020712554454803, 0.013789806514978409, 0.04221823439002037, -0.001977675361558795, -0.011145948432385921, -0.012370471842586994, 0.01943931356072426, -0.016350174322724342, -0.003252641065046191, 0.01863224059343338, -0.020427281036973, -0.005259885918349028, 0.03192110359668732, 0.00951788853853941, -0.009497015736997128, 0.014652539044618607, 0.028205789625644684, -0.015835316851735115, -0.01622493751347065, -0.014360322616994381, 0.0029969520401209593, 0.02631334401667118, -0.005712124519050121, 0.028442345559597015, 0.004285832867026329, -0.025422781705856323, 0.021999681368470192, 0.0072358218021690845, 0.03818287327885628, -0.026925604790449142, -0.0026786455418914557, 0.015932722017169, -0.009657038375735283, -0.01657281443476677, -0.12167312204837799, -0.001468036905862391, 0.02379472181200981, 0.03219940513372421, -0.004397152923047543, 0.030362620949745178, -0.0003496154095046222, 0.04569699615240097, -0.012627900578081608, 0.04360973834991455, -0.025047075003385544, -0.017783423885703087, 0.008717773482203484, 0.0014567308826372027, -0.021665720269083977, -0.006313950289040804, 0.04419417306780815, -0.02543669566512108, -0.01335844025015831, 0.03793240338563919, 0.022403215989470482, 0.00021655282762367278, 0.01790865883231163, -0.026953434571623802, -0.006460058037191629, -0.014249002560973167, -0.05148565396666527, 0.028442345559597015, 0.012906201183795929, -0.008293365128338337, 0.01686502993106842, -0.035594675689935684, 0.010311045683920383, -0.031281013041734695, 0.0017072017071768641, -0.010985924862325191, -0.020580345764756203, -0.0037292311899363995, 0.01477777399122715, 0.008968244306743145, -0.005715603474527597, 0.01726856641471386, -0.006672262214124203, -0.02471311390399933, -0.00021253051818348467, -0.019077522680163383, -0.030585261061787605, 0.027245651930570602, -0.019077522680163383, -0.017950404435396194, -0.02294590324163437, -0.01111116074025631, -0.03718098998069763, 0.014499473385512829, 0.013970701955258846, 0.0210117120295763, -0.0029047648422420025, 0.008536878041923046, 0.014666453935205936, -0.011932147666811943, -0.02784399874508381, -0.01874356158077717, 0.0060982671566307545, -0.004306705202907324, 0.008411642163991928, 0.02634117379784584, -0.028720645233988762, -0.03306213766336441, 0.020274216309189796, -0.009817061945796013, -0.0047867740504443645, 0.029110265895724297, 0.002162049524486065, 0.012238278985023499, -0.030390450730919838, 0.0016863291384652257, -0.02147090993821621, -0.01854874938726425, 0.016308428719639778, -0.011145948432385921, -0.023836465552449226, -0.01909143663942814, 0.004825040698051453, -0.015223055146634579, -0.016670219600200653, 0.010978967882692814, -0.011201607994735241, -0.02433740720152855, 0.004338014405220747, -0.029416397213935852, -0.023432929068803787, 0.02613244764506817, -0.009218715131282806, -0.02353033609688282, -0.005117256660014391, 0.012168703600764275, 0.0048841796815395355, -0.008481217548251152, 0.032644689083099365, 0.0017863434040918946, -0.0072427792474627495, 0.013845466077327728, -0.06250636279582977, 0.016030127182602882, 0.013671528548002243, -0.012836625799536705, 0.0005583410384133458, 0.020329875871539116, 0.005746912211179733, 0.007681102957576513, -0.022639771923422813, 0.022124916315078735, -0.012120001018047333, 0.004338014405220747, -0.032060254365205765, -0.03239421546459198, -0.01338627003133297, -0.01764427311718464, -0.0015750087331980467, -0.003428318304941058, 0.015236970037221909, 0.025826316326856613, -0.01836785487830639, 0.00466501759365201, 0.038934286683797836, 0.0259376373142004, 0.02115086279809475, 0.01247483491897583, -0.03514939546585083, 0.0330343097448349, 0.0023185936734080315, -0.017393801361322403, 0.028581494465470314, -0.0044841221533715725, -0.015056074596941471, 0.0067731463350355625, -0.007458462379872799, -0.004021447151899338, 0.005927807651460171, 0.019161012023687363, 0.028066638857126236, 0.01962020806968212, -0.030752241611480713, -0.016739794984459877, 0.008815178647637367, -0.02567325159907341, -0.006133054383099079, 0.01200868096202612, 0.0034996329341083765, -0.00670009246096015, 0.011069415137171745, 0.014102894812822342, 0.02958337776362896, -0.0022385823540389538, 1.4431419913307764e-05, -0.025227969512343407, -0.010164937935769558, 0.010805029422044754, 0.00839077029377222, -0.0020142022985965014, 0.023864295333623886, 0.010436281561851501, 0.039824847131967545, 0.004929403308779001, 0.007764593232423067, -0.010818944312632084, 0.008975202217698097, 0.0007305396720767021, -0.022041425108909607, -0.012808796018362045, 0.003708358621224761, -0.016670219600200653, 0.0007044489611871541, -0.007416717242449522, 0.0172407366335392, 0.0168093703687191, 0.016725879162549973, -0.01018581073731184, -0.0005083338473923504, 0.0027777901850640774, -0.009865764528512955, 0.030112149193882942, 0.022180575877428055, 0.011173778213560581, -0.014158554375171661, -0.0009323077974840999, 0.016698049381375313, -0.016642389819025993, -0.0019985479302704334, 0.023627741262316704, -0.004630229901522398, 0.0113755464553833, 0.007416717242449522, 0.006393961608409882, 0.008599495515227318, 0.019314076751470566, -0.003562250640243292, 0.02952771820127964, 0.01686502993106842, -0.0037779337726533413, 0.024615708738565445, 0.03178195655345917, 0.008724731393158436, -0.027315227314829826, -0.011354673653841019, -0.012662687338888645, -0.028414513915777206, 0.005715603474527597, -0.05577148497104645, -0.03091922216117382, 0.01109724584966898, 0.02958337776362896, 0.004289311356842518, 0.01871572993695736, 0.00032526408904232085, 0.0035483355168253183, -0.008293365128338337, 0.01721290685236454, 0.011236395686864853, -0.0008192480891011655, -0.020469026640057564, 0.013274949975311756, 0.01854874938726425, 0.0282475333660841, 0.04628142714500427, -0.007479334715753794, 0.038349855691194534, -0.00544773880392313, 0.029054606333374977, -0.020427281036973, 0.03161497414112091, 0.025088820606470108, -0.006748795043677092, 0.02312679961323738, 0.01654498465359211, -0.003315258538350463, -0.0006518327281810343, -0.004571090918034315, -0.01628059893846512, 0.014499473385512829, 0.02717607654631138, 0.10163546353578568, 0.0208586473017931, -0.005058117676526308, -0.0032143746502697468, -0.00030982709722593427, -0.013309736736118793, 0.011292056180536747, 0.010985924862325191, -0.0048528709448874, -0.027649186551570892, 0.004376280587166548, -0.0018141735345125198, 0.012217406183481216, -0.02845625951886177, -0.006414833944290876, -0.013998531736433506, 0.013796763494610786, 0.0038822966162115335, -0.01866007037460804, -0.005117256660014391, 0.03386921063065529, 0.000449629791546613, 0.021512653678655624, 0.018242619931697845, 0.004529345780611038, -0.010631091892719269, 0.021456994116306305, 0.014582963660359383, -0.0033204767387360334, -0.01801997795701027, 0.011953020468354225, -0.0059660738334059715, -0.04355407878756523, -0.031281013041734695, 0.0007214079378172755, -0.028525834903120995, -0.005037244874984026, -0.018757475540041924, 0.0282475333660841, -0.004946797154843807, -0.0014019404770806432, 0.012544410303235054, -0.016378004103899002, -0.013768933713436127, 0.0033622218761593103, -0.021637888625264168, -0.010965052992105484, -0.02045511081814766, -0.024420898407697678], 'text': 'overall GPT-4 training budget. When mixing in data from these math benchmarks, a portion of the\\ntraining data was held back, so each individual training example may or may not have been seen by\\nGPT-4 during training.\\nWe conducted contamination checking to verify the test set for GSM-8K is not included in the training\\nset (see Appendix D). We recommend interpreting the performance results reported for GPT-4\\nGSM-8K in Table 2 as something in-between true few-shot transfer and full benchmark-specific\\ntuning.\\nF Multilingual MMLU\\nWe translated all questions and answers from MMLU [ 49] using Azure Translate. We used an\\nexternal model to perform the translation, instead of relying on GPT-4 itself, in case the model had\\nunrepresentative performance for its own translations. We selected a range of languages that cover\\ndifferent geographic regions and scripts, we show an example question taken from the astronomy', 'SimilarityScore': 0.8271415481962364}), 0.8271415481962364)\n"
     ]
    }
   ],
   "source": [
    "query = \"What were the compute requirements for training GPT 4\"\n",
    "\n",
    "results = vector_search.similarity_search_with_score(\n",
    "    query=query,\n",
    "    k=5,\n",
    ")\n",
    "\n",
    "# Display results\n",
    "for result in results:\n",
    "    print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "90f412e2ade96761",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-25T01:52:54.152486Z",
     "start_time": "2024-05-25T01:52:54.140651Z"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
